{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "34f81080-5f48-489b-a929-ff4ae7860a87",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 步骤\n",
    "# 1.读取图片\n",
    "# 2.裁剪出人脸\n",
    "# 3.转为BLob格式\n",
    "# 4.处理所有图片\n",
    "# 5.存储为numpy 文件"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "498389ba-f498-484e-bf55-d69d05361461",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入相关包\n",
    "import cv2\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c22ae1e0-34e7-4e52-8ad1-7cba461ad1bc",
   "metadata": {},
   "source": [
    "## 1.读取图片"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "0d0fa707-6bc8-4e32-a7a9-1d08b6e3fe34",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 读取图片\n",
    "img = cv2.imread('./test_imgs/mask_people.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "3f34fc3f-a189-498d-a474-2960401aba42",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1f71e2859d0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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k5+DsDMae975dAUSCw0eNoYk/Cb8JxkCRGL58c5c/9ZU3ub49JDGw3R+wvTVkOEgZDvv0BhuYJMFYE1UjGxlUydKaqixJrKFfZGz2cq5u9OhlKX//Gz+i9EKaWMqyJumsYl3qmpAXoXXhAuec8RJX/+nSJWL088zD06lNcm6+rzKsLptFq9C7chJi7EqdVU1/nUQ3sV1iDOocNklIkiTg2WjMTRVsZFArTYKGZ2gtX719lV/9wh12Bz22ij69XsagnzIc9Bj2cvr9HmnRQ7I05JGahIgTosQKAc6Fd1VPv19w59YN/nzR48nRmN959xEz34m9kVZpat+Xjtq4rMYsS+MTndv2eyP5O46fU6T2RVeBtkW8+KtOk0vE6Mu0zvjpUndALiInFrg3Ldevqi0nVJ4OXk7L3OHMJsJvoW8HN75DUSOoGOragWgA1LwhSYK6kgqkGLwogzTly69d4Suv3+DqxgZXdzbZ2RhgjVAUKUVRkPYKSHNILMamwftpE9DonNIAUSYAOg8TzViyJOHK7gZ/6Y9/jXcfv+Cj/QmK4F1Nkhr8Cg4b1Ctt3/fljMdXl9Qnx3e90GvCJl5F/7+0jN6ls1/oZfQ5CE6aqKGvSPETDN+c1DHU2us0z9Z5AkUX7n7VKHEdqoo1KYm1bGSWIkmwIgyLjJtbG9y9usnO1iZbm5v0+z1sYslSS5qkbfBVUFXCZ0yCSjAojfF47wIGj2ISh7gaay028SSq3Lq2wxffuMnj44/wSsDXdVE8o/vur0LLOvyrr8xdase8FTqcmEsv88yXhtEXS975tAT7XRDmlai/LGC19QZm87mrsnTVkxNaUUc/7ao73iuJFSDBeMUaZaPIuLW9SYJn2O+xVRRs93N2tzbo9/ukSYLBkNgEa8xCvydwkvcxJEoEYxICWmjjCyp4hyQWqQ1iDRKD2rI04d5rV/jdHz5AgbIJUZCTIQxLRmZo9DNDTtav1LBI/PjpafSXhtFPozM9oM0yi0RdtWPJN+efet3z79cVIgtYcXmSmBOQxKKEqI86eZIIgzzhysaAYVFQWLi+tcGwl7M5KNgaDCiybAmTV0zw2YvECMgmz1QxHtQE9cmrgsSIwOB5QsSEAC0RbLzGzsYAQ3BO9W3KPCKGq5GCS2hIOLD0vut1664Ze56UbZLRV5Gx5v7Lz/LT4vhLs1mXyNlMfRopQXc710xZuvZCdQk/rRhlLKT66hMF3XzJ8o3e9HhNDNamWBtUDWuELDH084IizVB1bG4MGfYLtjcGbA036Bc98jRpPaKIRayBJmYcUK/hXzv40q5QIjYye0wWVgJeLyZIeBy91LI5yNvMJWNMmJIr6tvSu7ZvtPLOJ1o1f0171qej9dV25VMw+6Vh9JfpnDYmfOXv8meNKLlipBGO6wd2nUewq4ZcxAPY/G0kvzEm4tWGNE3p9wpSa+jlKeo9SZrR6xUUeUqeGbLUklhDYg3GhBBb2+jkK8+k3qM+BI75mHeq8Y1BEGvw0jG+gV5m2RkUEL2iZo2qtq5vzpM94ZnObrOOzhNqp03AVVWr+XceXSJGvzitk8Qn2gANky8Zj+d0yqnSrdPxqw6P7jEbw3Kbc6wJalVd1QwHA3pZikUwNom6tpBYQ2oN1gZMPbGhaFFibTQ+l8tFqPe4qsa7GnU+ZBkF3abVq42REBJswomDPOPWlS0g5KPSmcTraDGB6dg2Td+e0e9L19POv/NpMTZdVYilz60p95KT69Lp6J/Wddz1hrbVQs7xbraktGpI6xVdwehXvYGrSQDGBmxcsMuLuhUya0NMOEpVe+pQfCtqIs0KEOLJrYnMnhhsYjFiYqiA0mAl6nxI9WviZDTEoGtMxA6qTry+elJrMALzssamaac3TjLk8irWqZ6wdljWYevLzLqMsa+n87D1T6OmXzpGf1VaJ5lOYuCn6+SdZkBXJQnM00CGS/aR6jK0JgEnNzEM1qviNagW3rlFZpEYSueY1Y5SldIrmVesV1Jt4sfDrEvEYpM0hPdCYGZXo2IQH0IB2iXchWoDXkCNYIsUXwm18yRJUIUgoDZeu0VEo+KzalfTMGjoySbzSjnJlMsG5snrdFW8s1THhaBrRmLxhCsy58yVZZU+k6rLRWnJwD1F3elKre6x0ySLaaTuCtTYQpDGhBAAIiITDeXEGLIkDo0Rau+oak9ZK/NamVfKvHTUNdSlUteKekE9IQjLhIAxVcXXHnUBbRFjEZuCWFQF9YKvBcXigdo76jrUeMnzZIHxxzc+sSqt6O7r+myJ2V4CQHj5VXqVrYMNEsCHl6NLJ9FPg53O++2En57lpbKR7OskyuKk1QE9iZufhORisaHmDCGUePYhD1QJ0jNLErIkbDHpNSQmj+dzFIcyoHJKbgWnUHvFJglZ7ZBZBSalyAtEFFdXUb2xKBZsCsbga09VQ1V6nDM4HyR5WdfUMW0vEYOrHSL2VOncCIcTBv6abJZWvbswr59UH09jflkawwXicsENLk7QpWP0V6Gu46iBxCLGttRuXfDRshpDZyzWpUgTr7twlRsMXhoITkEax5IEGC9e2CQR3zbKrCw5GE8o64rECrubW/SLnH6asLsx4MbGMGTzK2S5p1YCTJhZVA1aO4wKtVGoHXVdc3x4xLMXexzPpuH5vMeoYzjMKec1la9DHLt3eCMxKWOBaa9jumV7hM7ns+RpV9nodugyfr7eHpAzzv90dGkZ/VWM0dUu6UJ+XePxdNRGW4O07fwOMrFuWfeqMeFZURMN3wj1WBMiBltD0kBVOR482+PJ0TFeQ/DXh0/2qWuHscJWP+Pz16/z5bs3eeNGyc6wx64boHiyXoHNc+qyRuYzpmXJeDrn6YsD3vv4Ae/ef8yzo2Oc9wx7PQZ5ytXtLa5vF9zc6XM8rwglm01bCmTRV5x4t263sKp3r+HBLsMu6+nLE2pxge6qcDJ9b8UPt+7jhenSMvpFaaGDxwPa6dAz4MDTKBg9AdkQMScQl2bStPfXUG7CiyclQHpOhJJQe6Vhcu88XmE6mzOezxn0BwEFwVO7mvG0ZDSb82A2ZzSp2B+PeHZ8yJtXd7l9dYcr8znDYY/+xgBjLZPpnMfP93n0/IAnB0d8+Ogpnzzf49nBMWIM28OaSZ4wqxwP9wR98yajeRVDBhb4d3CA+fbtQz+ZZUGzsrQtNPwGnVq/9v106Kcj1c9ldBG5C/xfgNcIPfJbqvrvi8gu8J8AbwIfAv+mqu7Hc/4W8NcJxbn/bVX9Rxd5mJ9KTEUX04tiKEjok029LiqZdB1DEr8vO0DXIzXBOFJya/ny9R2GieGjR8/58XiMNwkmRjo2w+VVubKzze72DkUqWK1x1Zy6njOazHl+PGIy8xxPZnzw8CnHxxMORmM+f+cGb/RShmmIZz8+PmT/aMzRZMJsPCal5s5WwVtXN7FWsHkPk+b00oTJdMZoNufpwTG1qzFJ3r5neKEWiD1bNWmLHOmSEFk/AN3PF4cYu+3Xf2/Um5fjlYtI9Br436jqt0RkA/imiPxnwP8U+Meq+u+KyN8E/ibw74jIVwgb6H4VuAX8/0TkC6rqTrn+WjobT2/xvLVHmy9LlXFVF7EwHYbu3q+NOCS2aS39s54ztLqztcGOtWxubrE93KSqKp5OS7b7BeN5FTFuj7WWrSxhd5CAqzg8GlN74Xg8Z+4qsrQgtTXTyYzjqZInwotRwfbRjDdV6PcHOBfqKFaTY8rREW5yxLXUcPP2Ta69dpPZdMxH9x9hBhkbu7tM5nPq6YTD0QwbZjHWJIh6PCHoRVey81e9vk3f+RUGW6gc66oCaOff2lFauVaAc7vf27OWTotC6CUE47mMrqqPgEfx87GI/AC4DfwV4M/EZn8H+CfAvxOP/11VnQMfiMh7wK8Dv3Php+JsBl8YSSYy8rLkaD6HKLiTv3WHoJHeXZjtNOfSKQ9KmiQM1eE0pbAF2VbOr3zp8xzPap5P5zx6/pTMBiO1X+SkWYbF8+zgkP1JzfOJw2Z9Hj74gC/+wlfoGYN5+oByPGNeWCoNKgjZANvbRKoJeZIgAu7omMfPDvhkNKZ4NOb1ZxO+evc6X3v7Td6//5BeApAyr1P6ibDb67O52ecvfP3LTMoZ/68/+CHTsoze0mZlW8a9zx6Tzwa9lI4uIm8CXwd+D7gRJwGq+khErsdmt4Hf7Zx2Px5bvdbfAP4GLCccn5z9XUt8/d/z9O9gVHYW0lNw8nWrSNdYOg2WHGaW2fGI3eEuNhPSIlSwvbaZkwy32Dt4xmavIIkhtam1lNMJRwdHVF64+9pt0l7KzcEx/b7ny1/7Nb73u569+Yf0+wWaZHDz8xx/4U8y/uLbmOMXZHtH3Nw75P3K4AebvHXlCt/75BnZtOKjb77Ln/zCLb587y5qDZNSGZHx+TvX+ZOv3eHX37jB9c0hj5885McP9/jGBw/i5Pdr3/2UXu2MQ7f/mtiXNXjVK86TBSKzQi+hul+Y0UVkCPw/gf+1qh6dwVjrfjjxiqr6W8BvASRJsmL5nH6pdZ3fdfuH72vuqIs2QdJHROXENU4nkQX63DyCAlliqI8rpseH1FcGPH/8jPHhIds7W/SHW/SLHoNeP4bMQp4lWJtx69oVZpVjmCtFnuCu3eLK7lWGh8+5mTuSq7tkV26w+YVfxt98EzPYIs8Lyuw2+b2vsfnsMW++fpt8POXIT/n13m3obZHd7vO97/8RqZ/zla98gSQNT/3263f5c3/pL5MfPeTo8QuubGzyi69f45sfPIzv1fTBIut/GQ1ZTkA5nbrqylk6/Lrfz7rmydX5omdfiNFFJCUw+X+sqn8/Hn4iIjejNL8JPI3H7wN3O6ffAR5e8HnOpdOZfOlo0/qk4RihwG6rzsUCPNji4IvB7qpAqiEwykQN3hM21XLOoQhlOSdJDPOqQsopaZLSTxNQyLKMPM/opTkbmxtU83lYs6wy7G3RG/bx2YBrX/k18mSI713BZjlZljHznlHtyY3B3PoCva8d8wvFd9j95BEvJjN83gs11cdTXv+Fe1y7skGvX+CNMK9qsjRBXU1Zz8gHhtob7l7ZJrGGeR1L5nX7mo41dGK1W4Zaz7aluuedXL1XVccznXpxdX7ZxeEiqIsA/xHwA1X99zo//Tbw14B/N/79B53j/zcR+fcIxujbwO+/5HOdS+dG3umyqtJVQRpct3utbrvzIvpgAeqIwqSsuTkoGGxsoGmGGssHD57Q6w+4eSthe+cqhhqVUIUrSS29nR22dq5g+5vYwTbF9hXy4TZVmjN1HjOeUT9/hpvMqL1yMJlzXMLIwdTV9GxG+rlfR4bXuTL8FsXjT/BujrGG7HqPJLtC3h+QJJbpvAw1GnsDqvmc3aLHzFfU44Rr/QFFklDWZScns7F9mj5ZxdkvpoasnwDnw4VnC69XAzIvItH/VeB/AnxXRP4wHvvfERj874nIXwc+Bv4NAFX9voj8PeAdAmLzb10EcXkZQ2eVMS9wQvwLp+48vzR6ARJcG8+i/sR506rCDgZkecJPfvxjjo6P8Wp4686bzKfHDLauobMjdt/4AhvXbyL9ARt33mSws0OW54hAZgxpYugZ6Jc1qatwWc7j4ymjskLzhGflnHsxq0hV2S0ykte/THL7bbYnh9T7T3CjPexkD63HaDlFqjlGhCzNKIYGQ01dlhgMajIsMZQ4+g0Cc/rQHf58tGR53FZhxNNpMYFOu+5SJy99XFWfLqKqXwR1+a/PuNZvnnLO3wb+9gXu/6npzNiY5kOXwYUT2eTx8JLKsgxtLUq46YpEUgI2XhqLLyuePNnDGeHurddIrGNuhMODF9y5fQtz+2306nVKL1Q2ZzjIKazFq1DVnvG8wqsym5ccjuY8m1Y8n5ZUztEbJJgkJRHBq3BQ1mSJZTMzFGlGnV5htrHL3Cl1VZGUE3T8gurJx8izDzDWk/YKfvLt7/DG1SEb13dRW3NYOeaVCwzeMfLb1U217ci2rzsqTugX/1KCKpx3oVadz8sqk4QHuvD9PvOe0VNJlgcGGmZv9LyTaMo6WLG7aqydVKo4UY4qx81eCNaalIpXYT4ekSQZk8MXSP8LQX+vanySUTplMoeR1Lgoprxz1FXNZDLj+fGEg8pxVCupsaS9AWmaYwjFRZ9Vjr1pSa3QS1Mya+gJDKziE6VMhxwlBbN0B915neToOTePD5ke7bP/0UPSfp80z3lydBy2jlGzImGXDe6uYGhq1Lz0kLT96JeOLcfUnMa8HQZvn/Di9C90mO4qtR19bpvg3Aka13rjtztBDIbjMsSI37x6FYPnxeEhtQtlKHJrefjxR6gsCpEihuO6Zs/BoRMOK8dx6Tie1hxMKo5rj8ky8iLDCWR5wnaRkImSJ4ZBllBVFQfTOcfzilnpGNc1o9oxqzVsu6geJ0Ld30Suvc729de4ee82G7tXqfaOsWp4MZ6hsJRat/qu4Uv4ExxtF68n36XWH7cWlvzZ0meC0cMsX/WwLWjVaj+tDSyj8u31T9zHoCrx3zLuvvodMcEgrSomdcXrd+/wK1/+Ir6c8vGTZ6R5iiI8efQAVYMkORMvPDqa8P7zYw6nFXVV46uaqvIcz0ueHx+RJDaUvkgzil6fzX7BZmYxGmLLe1kGwLx0jKYzZj5EOVbeM/PKuIaZg8p5nIc8K6gP98mLhO1bN8mMhRo+eboflDHVExN7yVlEI8kbePVlVZUuBCywknB9cjUN6Fjzb3X8tXupC0yUzwSjvwqdUDNW4lqW/rLahet2gGhaNqhN/CygogEZKStm0zG721vcvXINqR1GPVmakPX7XLtzG2+EGmE6L5mOJqTeURgF7xlPpzzfP0TEkGQp3kCa52xtDLiy0ScRRWLV3CJLSZKEyntKV3M8GrXbuVReKb2n0lAOzyBMZ8d8/IM/ZD6Z4qZjEuDw8JgPnu6FzCdpVqk1fdlRY5peuCgtR3xeVDe/2F1OF30n6TPH6K+yzC139ho9/Ixzu9huU7ewq8dKU/lLhUeTKTWh3a03XufLb38OV9dk1rBz7QbXbt5kY2MIGsrWFXlKkRiqsuR4POX5/hGV86RZQmKFIs/Y3trkxmvXGW5tMneeSg0eyMTQyzJUYO48U+fZG00oXZh0tfdUdc20rpl7T5rk9CzMD49wWYLf3OLdJy94PJoAipdlKX22wO5OiFerAvDy9OlucmkY/SJqR9PutASB7u9dHfq0eI32WvHf6RGKSzdbwdOj08h4jmclz2YVAb/wJHlBLUKv1+fazdv0NgZk/R6T2uGzgp3dLUSEo+mcF8djZrWniBtzgSUvcgbDnKKXMatqJmXNpPKUlWdWhfsMsgS8p1ZP5RxHsxmlc6jzJBqqVNs0gSQn6/XwZYmvYTSd8d/85EPmdRlyTDvIykKFO4u9mr495dd1KJieN4EuRov19fygu4Y+Y6hLV8l4ScnewoOnn90YWg2CGKL26EyCRq0Jm2FJdOk3rjqH8uMXz0GU169cwaQWfNil4sbduxSDDSQ5QtOC4eYWSVFwNB7zYlIxdZDkGQg82z9iNJlSqrAx6LG7s8H25pDjPGNjOKRfpHz87AXvPnzI9mDI1d0dDKFyQF2H/ZGSJOSHJmnCIE/BOQa37pFbZTKZcP9gj2+8/wmoLDF521Vtf7ToePueAispbV3L5yyF4mWUjdV2n85gvVSMfrYDqNGrz79OV/duzpXl4Tr1/g1wtlDL104JGtByVULNnef7T17wYP+Y7eGAGztbFFa4fusOkmV4Y8j6fTY2ehyPZxwdjJjXjhfTOU8eP6Y8PiRPM7YGG2R5RlU69g4neBVG6Yyd7UN2hhliE/L+Ju988oDpux/wuVu3ePvOdXppSJoYlRWZNaRZSmIszoNuXmP8yQ+ZzpV/+AfvcDgr6QqPk/DeAkYU2mbLzpq1q+bL6OKLvn9peol7XCpGh7MdQC/VfsV11o1g1MXJ8feGabWdDt06jssXXUyVdXE3RhVwHMznTCRlcCXn6Ysn/Hdv3QrbInro9wrK6YzD/QP2DvZ5cHDEwazCYtjZvc5GllKkCYkRvLHMvbA/qcgSx9F4xt64ZO4cVzc3SO+9zoNne3z/o495//5D/tiXP8eda7uIsYydp0gSTJLh1eE2r/HR8xH/5Jvf4Q8+eIiotkjKemZfo36sP9wZj9XvL4/O/CzCgS8doy9ovVNiIS2iVJXukgkNKzeLZIg4XKggNN6+U2JaFu06B1uUxtBU5V23+rSTQw2Kx/s51qbszUr62zskVjACFs/es6fcf/iYUhNe297lXi/HY8hEyKygxke82lIZixqLqCfNC2aVQ9OU3FiuFgWbGwNuXd3h0fN9fu/dj3j36T5funeXrSJn6hRMgkkUn/f5v3/zx3zvuz8B75ZiEVf153UoywJc7HT3qabM8nhAw8RnnMT6iXFqmO5L0CVk9PN08JWw0bVSt9t2eR1tvi952BqVRYIOurIYLD/J0rXoBD6FSgALFSnENjoB0pRKDfNyRuVqbgwysomF6zdwWPLU4mOZ51SE1ChpWpAkKTZLmCMUSYa1yrBIyLOEBAlVvoxSpBnFzg7Xtza5d+MK337wnP/9f/WH/Guv3+TX7t1iXMwZiEVMxtVbbyDfeaep9YXIYuvFZnOD8D7duHIhpNF1WX79+Jwf59L06Dkz5QR9Oma/hIz+qhQ6r43fanXHZuA6LVeCwrp/m34/Ia1PjN4yZNlg0KGKbYNegBhLPthk6uFo75j7e4d87c3bTCYFeTVjVtYkaR63UgejjswakpigraoMMstGYcisIU9sG+dR+mbT3LBq9Q3c2tmi6G0wAn744CE/frLHb/7C5/iNW1cp1XHnzTfBgLr1LHY62nRav5/8YZnZVyHLBRz534JDtKXPHKOfpbu3260sHYPu0rn2vO5nc5qkiskaLAZyVX1pEzN0ISnVw5UbNynF8PjZMw4OxySiFElGwowsMYQyzrGcnW82djZYAWuEnSLDOM/MedKyxmY1XgyV99ReUbEYPKkIRhyZ9fypt96g9/m7HJY1tYeHzx5zNJoyms+X3qv7Do2fYJ2X8oSN+pK0pAqdUDfP1s2Xkz9ejS4ho589zVdTvc5oyepyt2S4dvDwNpXvlOCu1WfTFam/hDwIOO8i0wtea67ceJPJdMbDjx9hvOFwVjKdK5XG+HQTtmVpyj97r1gcaWYZFCmb/ZzUphzVFTUOr4oVSMUEI1N9u2FuVdZYgZ1ewWaes1mVPJtMOT5w7B1POT4eh4119bz9QZf7XKPAWEJfXon51vfteSEc60+6eNNL4zBapUZint1Gz/zeHFs1gJZ08khLWvua6y6us6y1d+/ZFBUNcLOi0eDztfCD3/8Gn7z3E+aTES8OR+yPpzg8aWLJjKFIDImE0nGiYQOBvMhJi5y5GMa+DoNVe6bTGcY7cvGk6khwoI4EJZOQk6pemSuM5iXiFKNKXddMp2MaLDzMd09InVtfcXgRAdr8p/ne9NjF9I+fjpqyuOPqv/PoEkr0T0erTo/Fcdp4ju7y3BqgclL6nxa+e9o9jVlIdlXFiOHpi2cUV+7w7I++R11sIsWYH3//B8znJf2iwG1u0BsOGWwMMEmKKBjvybIUm4XE6FoFvMfVDtSTq4KrSayhSIQqVI/BoqRJihKq8bqyYjsveDo/oJqNqCZHjA72wTdFK7TzvJ4z5Z6EZ+i89Zl9ckZv8WkRlFehzzCjv3yHncDcT5sNnfbLFQpOv15Xj+1G6h3sPaN+51ts7lxj5wtfY2ujTzk55mj/ANfro85xeHiMGIvtFfQHPa7tbJAXfQaDAqwJ9c6twYhiMFhRRD0iCdZYrAHVoMZMFdTVzOdz5mWJqnB4fMzeg0cc7O3x4sEDVCSuNnDa5F59P7+6yl2syy9EF1FZzkdzzqbPMKPDWcy+UDMaWl7ouvk0rde/E+C1mn20OL647knDLUjFMF/CBHHOc7j/lOODZ/Qyi796nSzP6feHIGCsxWNwHurxlGpecrB3yN3XbyGppa7KsOFXnpEaIcVAavBGcFJT+hJf10zLOVVVMy1LHh8c0UsytoYDVITJdEo5HVMeHXCw97yDGDYeBl16r0UfLiS+xJdfTbp4+S1uP400Pw96Pp0+44x+ki6URxrHaglWPCPCUSOE3Kio3cHtqkpNMNSqetTc0uw/xj35AH/7CwyHQ2bzKS7GvuMdImAlxRnD88MxG1evcHg4ZT6fMZmXUNcMEs9QlF6WMhgM6PX77AwGXB/2oJdxNEtQk9DrDxgdH3N8fMzD7/8Rj374PT758EMmx0fBgbaEHF28fwVBRcJ2Mhc/rdNHL3nSEp0UbBc1YC8lo58ONXUxqtPn9XqIrHPNVnotYlsWysa6u+picsRWq8/YlX7dv11EphYHjz+g2r5JOtzEAE4MFkVM3ITL1aAJmTV86fXXmM2vMCkrJrMZ9XTCIDNsW8OglzHs98myHO8Uh0Nrx/GsJEtThv0euRV+7x/9Q775n/4DyvksFEPFBWfREjy6eNZV9OPksVeTyJ/2/E9Ll5LRLxLvcprFf9o5i8jEwLHaqe1ymgLUxKAvOZjiDFsX5+J9Ix0XUrI76VxZI9Ux8uw+rnibrD8A58i1BgcVULsaECZHx7x4+oLPvXk7TBJXo2WF80ouhIoBWYJ4Ry1KXXpKr0ycUicZk3nJe3/0bb79//2HzMs5ogYvfuG+993+aratCYWLuszdtTcaXT30w2mSdDFxXlZ6nx/nsrxCtvDRBe5zKRn9bFrVu1+CIh584ixdSHY6asfJVcEsYmHaY02bUH45GLDNxIgFPGPz0jlSkzDfu8+sv83urSy4+b3i6jnO1WATLDXleM53/+i7DHLDle3t4EzKElztSRNDJuDqmqpyjGZTnCo1hiq6PV883+fb//S/YDaZghKKiXak6nI/NNyymPKrKxNIp9KHBkGxxGCy0n712i9L6847Od4XhSQuBaN3l8az9esuIgDdjjhPL5c17dYnByxn/TdSprv3z4mwgaXzTnd8zFyNiJKO9xjtv+Axltdee40kT9BKqJ0jMQYqR1XOef6i5Pe+/V1u3LpFf2PItY0hO0VGguXZaExZ14iELRq9scy8hr/HYx7++Lt88O1vrDDs+uda+AjotF353hiuS/AS7Qp5cXpVtOyMcy5gZFwKRj+NzmP+5cPrO2M1Z/HEUJ9iiK4y8HnP0khy71cZf3FOWQUcPLMJveNHjPM+Tx4+5o27r5HYDKTEeU9ZlagrqdTx9OkLjqZzeltbPBv0uTYowl5HQFYUDPp9sgiBeqc8f/ECPzrm+Du/QzWbrlEH1qe+dcMa1tOqhF//+8sanBdv2ygrq+rLxehSM3pDpzFZt5NOm9QLz16X6XS10clF8gwpsUAqApzYqDldSLMJAWiQGlCq2oWNs2xCOtsjO+wzqa9z/+M512/cADzzssaU01AlK1VcOWd07JnP55jhgHTWpzfo0x/0qVyYXM7VPH9xxNMXB8zrmhv7P2Ew3qPGg+9Ap0uMvKxHr0p07XxuWq9nrO6OGd1rdNWhV6F1aoucOHJRulSM/vKJz13UI3TsqRK3kTgNVNgI8hUJft5zrI1DXzq3E+raGr/hd+c9VeXIiwTjPebZBwzUM3e7PCtL+pvDYCeasKuFqIaNuaxgneBKy3RmsFmKG09x9YiDRw85nJSECLCEnckL7lWP+VgUg4/wZZdpGgm/rI93JfGqHRJPWycfTumHny6yclpQ18vsM3qpGP00On8CdAymNWjIiZaqIM0ePl29/3S1Y3VVWXWwrOr2EKIBu4WBnCrz2tEDjFgyq0yfvE++PcUPrzOuKiRPsJnFOxd2twNkRqhzbgx1XnBYFNiiR2INvaIAk+DnJVvUfJGHFKkJYb9q2q45aVyu6uXnqC4rbc+mk2rk6RGIryrxX44uPaO/vJQ/SV1JI60oP0/nPDkJlp+lMTxhdbAW6tLygHtV5mUVnC0SXPqFhfLwEZQjzOYttMyRPCHPM7x3YRsXgoPGqMflKdmgz3DnCoM8xx0eoK5kN7N8cTDjSgZ1ackS06ogp0UGNpP1hKF6YlKs7dXTf4l9smL+nHvuSbto3Xn/Auvo51Pz8p8Ojmp+W1dybZFc0Ujt5lgzOAtpvsDbDdoJ9BIVZnWJ847ECM4HNCc3gitHuP2PsRtXqase85HDSgwUa9VTj/UJ1k2hnjBNM4rEcLUwvFEIV9IcayyV1vR6oaJAC4ysvAtYNO6r1F0RWUVWOFvTXh9E1x2PVZ2nq24uX2P5uqvX+XR0KRh9HWZ9wTMvfP1l0lO/raIsZwV1LSTisooTQgrChFlFPKo6bI9lJcSie+9x3pNZg3Mz3PFTxGaozXFJFuqdWyFNhNQIuREyY+j5KT03ZyiOq5KznQ8RK23yRD/PMBJ2ou46r7p/V0kXnLfm+HoodvF57alr2573LCeluZz41NhcCqv7Jq+lS8HoPx06yxA6fWDXqSchMYET2PnyOSd13IaWM2iWr1+6kChhBRJrcKIgYddpa1OMEVKd4eYTjMuQJCHPUgZ5Tj/PyFKlSGr6iWXYtwx6BXlmSROLEBKqjTEM8hRrTShmdCpjN/21Rn2h4y+g3Zyxfa/z1JqXgRjX0WJynnWX5b9n0aVg9HXxFS9Py3DWuTHkdOqyyPJ9FZak+upzBWYPk8B0wHmv6+/dtpOQfeScRyVWsBVBDDgVVF2og2gTtjcK+llCkpiwFUyekecpeWpJLWR5SpGmZKL0igxjLWjweCLCIM/IE8tkXq9M6AXisg47X0jaRb82TL782xoYZk1fnceGZ7v9T64k2vnvBS7f0qVg9JeldUFHzecFnfZ5oV9314Cl2I3m+qfAiEse0dguSL6T2mh7hegy9+2kFky7M7UH9WhcTbQs8anQ6+cMexmDXk6aJ2RZGrZctyYyfPybmFAzBsETJlGWJWz2MvZGs7XIkkj37RcPLhJd/bp0eA01hkOYOIsxebmktbNXhlPOWflwEbF4KVPpXubl10mji57XriQrDpIFUrHSbg35zu/dlUBVF7XQIUQmamMcBtzaGLCJwVoJn0WwIqChsu5kMsbXVajnYoQsNeSZpZel5GlKmlqsNVhrw4WNBBxfldQarm8WS8/TTLDwXqFcRvfZ1/XhywfjfnrD8WdBl5LRu9QdpLMYbt15F75H/E97igqqhhC0vSoNleAJjIhFnCjh38nVpvMlMLcNO0uICMYaksSSpimJTbCR2bMkwaowGU0Yj0aU8xne1QiQGENqDIkREhMmiBiDMWaxSknYJe/21a1TjcDYrPvD8irV7Zxz+n3dT4vxOt0QfVla83QXps+k6gInHTkNrTpuLqLvN3r6ye0HFXR5J2Va6DFAi4siduE+vp0MXYeTAgYVJTMJIbspQIvWmiiMBapwvgHEpKRWsFmK2GBgWmNaY1OMYESw1gajOdwdCMVPxRru3bxKz77HpPaYDua/8N52dPKOX6E1PLvWnnQnyEk9fqkvT4UTz2b4xdem/05i5q+6XlxYoouIFZFvi8g/jN93ReQ/E5F349+dTtu/JSLviciPROS/84rP9sr0KupMFMgEjg+GYzi2rkw1bfAWLMw7lcAETRxMV6p57zEKvTyNkGUYxMRY8iShl6UUeUaahHLRw36PjWGfwaBPr9cjy3OsCWqKsYJNTLs6EO/dhfiMTbhxZZuvv3U9PJ1ImACrMGjn8yoU2l6sfVrlNCZeZczz+/sspl82ZBfq5cmxvOgdX0Z1+V8BP+h8/5vAP1bVt4F/HL8jIl8B/irwVeAvAv+BiNiXuM8/NzoxKVrrcll9WfLgNSoLCx24Gx7QNWDFOfLUAAZPLCknEpg7TyiylCxN6eU5G4OcjWGffq+gyPP4W0aWhp0uRBbFkpwPG/xqo4+LQWxCkef88udvs5VHozduq3jmO4eDHXv8VRCws+ls4dNAA80/XVpcXpUuxOgicgf47wH/YefwXwH+Tvz8d4B/vXP876rqXFU/AN4Dfv1TPucJWsZ9lZPSZrntstRa/XfijLVtVq/hvcZkhIX22Bh6izADRb1SVzVFkpAlttWlXZgewSmUJhR5NDJtcOEXeUqWZ6H0hQ2GZ/BfdfdXknbFUI1FkBQUg00Sbl/d5fWrW/za566zUWRLhnYrJeMrLq9ejZHaMNppfbvabz9tauyOjrhpOvqcce/SRSX6/wH437Icj3lDVR8BxL/X4/HbwCeddvfjseXHF/kbIvINEfnGqxongV7+3IUeuXxuF/ttmFlFl1p2QwBAglbcSL/F2UEHB6T21NMZ0/GEK5sDrLFxDnjU+agCBX09TS1ZGpxH3ge9X0xwA4X7hG1bnPcQER2viqdBebRtK2KRNKXo9bl36ypvXN/lf/hnvsbdrR4bGBIB7YrKLsqo0eZY69Y/0ZtL/+QibsqXIen80WAqRAvpJRSli22R/peBp6r6TRH5Mxd/tCU68faq+lvAbwFYa9f9foFl8/Tfzztf9QRMfkJHDW1k6YQltWU1wrF5Kg2lqdNK8ZUydw5VT79I4y7NEpnS45xrVZiww3NCWdXUrqKsLFltqa2jssH4TdAAJxpCPReC+uS9BtUlsoExBvEGk1iubg15cjjmT7x1g+ubQ/7rf/YOh3tznlUlz8spk1hxNMZK4qSDknck/Pq+6hqOq/r76f2/6ihadvt3rqNdll5lk4uz+kW3SP/vi8hfAgpgU0T+r8ATEbmpqo9E5CbwNLa/D9ztnH8HeHjhJ3opWjcIPyOdUk5KkIbZG3VGGuRGFT+rMZpgNODlCYI1CdYm7YTxqtQuxLqIKkkSpb2EcnbOOaqqpjIWYxTTec/AVhI3MRTENtZo1HFjgqekFmwSEj6MZefaJle2h6Qj2ElzXksLHs4m7LuSiatxaNj7CE5KgnX90j7N0i+dvy8r4bvG709PGTpXdVHVv6Wqd1T1TYKR+Z+r6v8Y+G3gr8Vmfw34B/HzbwN/VURyEbkHvA38/qs83LIefhG6GJOLdMdwjQoT/zUQuhAy5Fc9sO1gCBgFrRUtHfW0pK5qwLdGoyDUtUfFBEaX4K533lPXDq+hcm6WWvIsJUmTiPx4vHf4OCGCLu7CiuA11nuM+jUtwh9qr4gBm/DscMzOsKAsSw6ejzl+MsaoAa/kCq/ZjC+mA97KhvSj8ymoMI3toSdk9XqUpVnhmv5dP3arK2F3XJbHQ9q7yJr2L0OfBkf/d4G/JyJ/HfgY+DcAVPX7IvL3gHeAGvi3NOzU+gp09vLXRTjWhQWcpr6sLpFdlCQcXVmmMXEZD5IhaNGhvVEwpcc4Ze5qLKEGosZNYBMMOQmVUeblFNVNRJKIZYc7Oe/x6kNAl7UYcR2sWvHeod60nlbvIwOIxXswNr6ricWQ4jsZY9DK8ODZPr/5q1+idpZ3v/8ePiYk+YgY1XWNCAyBr6QbHJmKI605dhUjXy/JZ4l6skZje9VmaXvwXMx8/c6Bi+/rZfrZsTGn00sxuqr+E+CfxM8vgN88pd3fBv72S177ZwJlvQq1CkCUlDYabwGlCK58o2BUSLySesLOFsaQYyjV4bGtOpNhqIwnTROm0wn9/maLa2OaWik+SnSDMUF3qGqPU8I251YwDqwN5euUULrDGomOrlAKT+NzoCEE4ZMHj3Feuba7zeP7L3j24IgES+UdXj11XQMgTW0X7xkg9EzCFZMy8o6xOkZ1yYSw5brpMPKr4AgXZ9SL6/zn0aXyjJ7N7Cf1wVPd7SvX7DSKVzito0Nnmo5kylXYwJCrIOpwCHVTqEjBI6gBg7ItKVZg4iLjE6R/JoaRd0zGM3xdkSQ5RZFhouu+ocQaenmK9xbjHeI9Xl2oxFWDs4JzFcam4TnDorCQjCKh9IV6vFNm0xm/++13+IW33+Jwb8o73/gJpgYnjREcVhRjgq6ftH0o0aD2DFQYknAlSdnXin1XUtFAo2vG5VR+XDVWz6YmsrJ7zsIE6QAEF6RLxeiwbgkDkQbVPBtl6Z63/GNzavygUesT36ogjTIiaNBfRRmosKUW4xVjwiS0quTW4rxGaQwlnhRD36Sk4VRm3lM2kBtgVRgdTpCe5dAe0ru+S5pngblE8S60y9OUxBoSY7F2SlmVGImxLBoQnYB5C04Fi8GKoHjEZKixGF9TqeODjx/w4mjCl+fw+//Fd/DzUEG3ruqwijglgu4L3LjpP4nokQQ/gEXZwTBMCiqFWj0zdcy8Y66eCo2w5gJ7b9XtVp0PK81ySMWpI9r5/C/kjhddZu3qfw2dBxue7JG2/JyuSBUFE8NnRYQEIVGhp0JfDT0MCVBH8FYguNEhYntCLR6rBiNCagw9YzEW0IpaHT4mQ+Qq7M8du2TUjBnlSdhiMS8QAjautadILGkvR5IEjJCUCUqQ9tZakjSFGJJbVRVZYrAmRa3gDQie2sOLp3t883vv444c73/7PayG8tO1hrJ0AY6MurZG/tZFWT3VJtY+lLIDRRSsKkYh07jaSUItMFXHnLCRgVeYaZjoXrRVA5dg+wvp2j8tzOWSMvpPW1+XZgmMDG9EsAiFWPpYMgTxYZASDGkTaQgYDSkaAW4Lu86JhB3ojDHkkoR9hDRI9cSEOHErBqnnTLwnaMGeEuFFVbHlEmZMmPqEdBdsbqiBclaBSlBh0gyf1ki8dpIkSGR2p8HTqs5h+gWKpZ4r0+mIg/0jnjzc56N3P+FHHz7iC/0dRKGuq8DYPhi/qgGdQYjVBpr1LCA5EnUHgaDKRSTFxIpdHtNOqlQ0lLPG4GL/OJSxeI60popOrTYg54yhPY35X9UIbehSMvqr0GpHLC98QXIJyhXJuGoKLGHZNhIwZ0dw2BjCci2AjaiOF6Vul/fQxorBSNDmrTWxdbyfMQzTjNQYjuqavWoOIiS18tzMSG0BRzPqieP46Yhhv2AwLLDjOZtZwZUqPG81r6nKCudqfKrYNGPuSyrvGR2NGR+O+Mg9opzVjA4nTMZz6tLhas+7o0O2kozCCK72kbmj4RudYc0DG5G23o01QfK3UZkSQT6JSphq3Akv9J+NxxuQxLAo1zfEUmCYijIRRx0nfZvXcQG1feFIiivNq7HHZ4XRz5fuq7O9uy2mEFCSDUm5ZnKy1tKRVsCEEFjaEWgNVgGDIRUTKl+pYsUGvTmuOjbqzw2+HNJALbkRdpMEK4ZH8zEWKFU5cGVIE60VM1H83DE7LhntTXnw/vNQqqI1uAIc3mj7AUsPzKxRZzcdZhQRjquKZ+WELw92cHWMWYlKuImM46XJj5XWfjEmMKmVYNCqCcBqCDMIuHujRwqGZgM/10yczjg0Ic5WYSBCXxK8hQpl35eUTQHWn6J6chZdWkY/07i8yPmyYHZB2JKUbRJ6Jgk/+LhUa+QkGl09DpK0FlTr9EkwiAnGn8ii5JzpfG8CoyRKR6vK9bzAGOH+bEwNzIxS4imwVGjYU8hV+FKxxjCbu+Dx7OD7XaxdfZS0wfdE7QPMqAo1nh+Pj9lJcjKltRFg8W4S38mpj9+XS0I3jYPAjWpMk43EYvVsEsmlcwwWK1/z/A3WlQAZntTmPKxn+BUeX80lONsIfbkJcmkY/SR4ePqvZyMsnd8EEoVdydmUBGn8Vp0ebtoRVZfmfmIamFFCexMke4DyQnyJMYJE57I0A9tRQY2GmBOP53reJ7eGj8dHHHllnwrvPUOUoU0xajCq+NoBGqR0xwPbTCbXmYMtM3jF1yFX9PFszEgr3k43WuSkoWZ7x0Z16UrfboCDiAnxM83dI87f9FeTHti895JU7qyi3WFrtBQRQ4Fwy/Z45mfMdbEaIMvj273g6Wx9MYa/NIze0goO20jHi53aAQslxGxckZxtScitZVoH9LfN3G8kEw1kR2ucJZ3ioSEXk5Y5rAnh9a3Ei59aky5KQ09Y+k28z06aUw83mB8f4qxlO+sxtDYEejnFuSAdVT3NvnEigo1pcyHSUdBoOAtxE14JeyHVCvtVxUaRkopZrDAxhDeEHsREkBhr06g7i+SGOAiRMzXq5M35IaY9Mnc7ViGIjaZXpJkciz5RiDZQOGVgDErOo3qGi30VQi2C+Xs6A8dV5SXDQy4Po3cNkxVmXyfv10lzA61r2ipskrAhNhiesQ6iSCOp2yHtTA5aPGHpuo2UClzcMnNzT1gUDjIxi2fxKh0EQ4SraY/jfM6Les7TesaO3WRoA6ISGByQBPUuoh8Eo1clqiqCrIyaEUOtjmldMxfHm2aAF4dqEmJ0CCEJjZRtUuWaNL8wKaPElyYgTFq93zTHl4aktUiWBFFIRonTvu23bn8GWBMNjrSeMRw7166GCzp7bY9vsLbNOro8jH4uXeylmv7qqWEgliR2h9eQyqY+qCXdPvURfQmSfln37t65XX4bg7MzOgGtYGnQvdeA5sTvlXoSMdztb1IdHzDyNXtMGdphyP6PYQPBbEjDPZvnWpn9SjAzmijI0nvK3PGFK9sUhxEbUh/gviZMQJtkikZ9WVTRVR8k9lLIcauuL7KZOkpf22A1Da+ZUF3QsoFMRKRdrYwIWzZjqjOcX7zXxejEzDiTLn0VAGiFR0unuvvj4USFPjZshqVheyrVGOSEdpi0veBCoi3dt6lSFdR03yIytKiLiYnGItJm4nev2zCBU1APtQux3zeKAaVX3vzaXXbevhJQkOgsygYFtpdhigxTpEiRQp6gqeATqC3URqnV4dRRquOpn3Lt7av8sV/8EsbY4Bxqd6KmVUOa9wIQE63ZRudv+kBYmgxtYaZu/68MQaPmdY30uAAGv4VIuzK2J6uSI/TFsnyH00g7f3Tl39l06SR6FxJc0PK3dcZo0NvC94zgEBKESh2lKokY8IKRNC7HgXEbfdM3SEa09BvULVzXtHHfGvXaViJ2n1FWnitOHBdFfWvcEpbtviT8+KNnfP7NG9z641/l9ltfJO3lJCZtIxWVkGihqrh5iY9JHK4sOXqxTz2b8/zFHln1jL/4F/44/+Xf//1Y/D+qENro5RqeoysJu36HRuJG4xZ0qZ+b924mTFDNm3MWk6EZjW6mUYO/LyqZRZ0dAMOWSRn5OkCdZ1GzwqzhifPocjH6mavRyRc7sVzGT6mHGocRJRWh8p65tFs/RGMzOH2CwhDc5yauue1S3C7jjU4bUIOgA8W7dgD7LsTW/dswhphOuJgYXit6vPdgDwTu3HmNOqlxlYCpkVgyRgSSaGxKvwg1X5IEERjeuon3nsN3vs/ovUc82a/JBrso+xEsCQwbgreaZw7MbkyjVGgLK2ozkdHWqbP0HkujIe1ECd7SZvx0YZd0zvcodbvb10I9UpQUoSeWkbpT9e6Tytt6njiNLg2jt9Kj0wnh++L3M2NcYuPU0zpvnCgJQiqGaZTsrqqovScVIRNLZixprJfSyLumuOgC8ZF2aZfIMAFRWf8OsFgpmiFSlNLXwaMaJ9mVLKf0Qx7sHTOZjfjoxz/iC1/+GmITJEnCkp8kQf9Xpa4qqnJOXQXJ7uYVz5+/4L13vsMvfPkOx4cVzx4/WcbDodWJu9zSrEhKwOihqdtIiy6tKgULb2lXj48Gsy5Q2y6TN2tY7QOS1Ng1zfUbgGAgljGvmLZwAbo0jN4xbVg1urrMDl2VZVnGAKRIuzZ6D94ofZOQqGXka6bqmTtHIYZMHLk3ZGLIbMjnNEjYdsWYxTaKNOXkghFKDOxSE7lClg2ypYSCyB4LiegDLB8dT6/1+2xdvckP3t/jxs6U53tPuH3vbUySEPZHCmG0YgxWC3JdvG9dV7z30bv80lduc+eNe6Qbd/jJ73+X+b5vBUPzXIsiRwSbRJvMpEXfra5Cq7h2o660qwDawpVIgBg1vn8DgYb2ssDkG8WjsYLjKObGYr1QN7NLNAaCnSHczvKnrNClYXS4+EK0eMEVvVAJJqgult5SIVVP3yYh7rquQmSd95TimQjkGAp19E1KYiyoJwU0hus2z9ZUxBUfpDIK3hBjQ0IbK6bdhLdROVvpqtoavCbuepGI4e033+CxK/nGt77Bd779Hr/5F/8Ct+7cJs1yTIQe0zQLbGJNfAbPj9//Cd/4nW9w8+oGV17/KqasqWcVzrnYP8s9aiKDN8/hGgncWT5Vm3DbdUFUjZK+OBL6uWHYTsJ4O7Ek4vDNpIld0ayU0fi1QC4mqDcnscY1z/JydHkYvfMerS238tN5E8GqhMwfwgA49bjYwYWx9MVirJJr2GV5rg6nSqmeSj1jXzMwKbmxzLwnNZZUTQs9RgdpKBUhTQhqQFvUx6Ki0qnQFR+6YfxuWWnVgMCogSu3bnD36g6fu3ePb33ve/y///E/5dd+6Zf46pffJrEJAky8UjmPeIcX5fmLfX73m9/i3pe+wudfv0M9qvnkox8zPx4tMXgTiehVW6fOYvfnheUfUvZ0ASU2/zq6ecvQrdG+MEq7K8gSSYjP0XiPJhKyO7KeYCcNxDIJGFmHL04y/EUdiF26PIzeodP08VVjROOB5lgIqyVGIIbr1CjqHceuZsdmpBHKShMonDAn1kpRz0Qdh75u9evmORJjSGNgV4KQ2oSracEg1mjRGMPdMPC6PMjVZdZHw0zrmh/97re4+0tfQQR+4dYtNoF333+PDx494M6tW+wMBhSpJbGGWoXD6YyPPvyQX/zKl3jrc/dI0owkTRnvHeDcQlVq+gxo3fZd9aNZcho4sXnmJYWwUX9YTBKvfnl8zlAhXHPukiQPX8PmlRoXCSETQ1vMYAWZaC2G9haLWJqL0KVk9LPopOVNI2KwMaIuqDBBx6wVKoWRr8iNYWBSsogq9JOExDuOcIx8TSWeXAWrQmGSEChFMyiKQ6lVGbkSb5U3ZBAGSTVCcgFfbyR3qByw8qhLSFEIifXe89oX72HTlMNne1y5fYuvGXi+f8B3/vCbzJ/NOR6NmM0dvZ1dbr/xNn/uz/9Z+nmBiMEkCeP9Q374T38HX7tWireIRyc2hag/N17g1spm1fAM/9UVhgoad2fisjxJuu8ZJtyyf6ILOtjO0q3RFsm8UGlI7ljNk1kRc+s44VS63Iz+EsaGqJAqLX6eicHicarMRJmrZ9+VCFBI2B1ihvJhNWKinl6vhy1DgkBtPDM8N6QIjo7Yp7UolYL3FdZBRY3x0qo2xiz0cwhSihUEpH01AdQHgE+VeVVz+OgpxkN/Y0gxKCgOXnA1n3H/3Y+5fWObfCdj9/Z1+lsD6uMpB8dTvDp2b9wgHfZaU89EQ6812eP3pqpYgBFXO1CWjNdmRQsXjcalhDs0AV6L9wocuYSlR8m8QHxWKzM0qlOM+ScwdyEJE6ql6y4+t73X+fsvqETvUqtLClgPiZq200BIRCgMOK84L8zVc6AlubXMUV5UJXP1pFlKklimdU1du9br+XE1JgV6JiWXEKJrgKu2CCG2Uee0BGMKvxLm2hhmq+iHhmjAEJRlsdZSjqeMn7zAZAkf/9H32b51nUePfszBo8fU0fs5SBO+/0fv8Bt/eshkpFTzmhuv3+HD7/yA17/y+daL2dSgaTy1jboisWRdVy07E7noqGBdL2k3TLfB3buqUgOrKjGzSEJIMA0qQ1Qv14xnLhZDHaKo40FtLvwp6NIy+snY5EDL3tAAaXkJkjwluJkbvdAQXjATYWZCjEWpAc/edzNKDEUaNsiqXI1TT5oVQQ0ygkssSa1cSQo2sFhj8EDtw4ZbM68k4rFiSI2liZ4UwHvXLvbxJVqphhBDB4QaJd8YcPxij/72kPnRiKxfUFdzDo6nvPX2XaaTGaPKMLy6TfL4kPJwzJXPfYnnn9wnyVIGm8OAq9d1SJggoB4eOlGFC/24VZlX+lhhJQSXjoc4ThACLNlAic3YGJH2fN+2ayIlL4iaaKholhBsp0X/6dKfEyddgC4to8PFOqdZADPAimJVqEVRNQEXF6hcjSUYpk6FSV1TeiVNQw6m17B1uTEmJjbDxuYGChwdHvKIiol6rmhKX2xAQjSwda0h4VhiMJgVQx3VBKdKbeEolntTFTKgJ4bCWvomRZzHFxmz2YzhzjaHh0dghIPHe9y8+3ne/fH3scAnR1Py1PP5t27z7P4LpvVPuHr3JnVVYYospMspeO14cCOjQUdAdHTrJspyWeUIHBVUnAYjbz5HlClK6qZCWHOdJUNWpcXpXac2bTfGfhV0aCqepQKzDlNLGOg11Jm559ClZvTzqHk96yEVIREbjCUXvKIqBuuVzFhmsWDPHE/dpJF5T1VVrdQxRiKOqzjnEBE2NzcZj8bsq2Psa25IzrbGYv4SYsTHrua4Dti1wzPxFT5PGG5vczQeczybUlV1cMXHJdwI9G3CtbTHdYGyLEnTsFu01B7Vmi/98i8yf/KC8WxCXihpkmHzHpPZnLs3r/Pgvfe58bk36Q0HoYSFX2QMdSWz0kj2hsk68fVdFKSTXEFEkxpd+4QzqUW8hG5CRxcaDDFESuM97crj5jkbZu+qQZmxGBcSxTt+pQ69PL74mWb0JswkQUjV0OTEGCPMvEMd2CxhXxzH43lM6o3LsSyYIcuyFtd2dYUY4XD/AERI01B03xpLJcpDXzIVz3XNeTg94kU5pTbRkeNDWYrda1fZ2d7m8eMnzMs51lqKrMDHwkHVvKIqK47KiqO6ov7BD/n6F7/Atdu3mL44pLe9idiM2WhMf2uTyhpkMubJi5rhYJtia85sPKI/GFLPSnrDAdPZZOHNXNG3W7m3goqsQoRdb+UivW4Re7xsTEKrm0d1rDURhdaJBmHfpeb8JpCuOWcdFJthsLDQ00/ngPMatHRpGH1VTVkOd+20W2oUvqViQt6lsVgNasyRep77kq1iG3UGJ2Y5MlKDmz/LUl6/e4e3P3+PDz74iA8++oSqrkJpZiSoBtaAtahC6Woe+TmP3Yh5XSPGBojPOdIk5ebd22xubPDxxx+R5ym93ibeK9PZjHpeAUKe5xS9gvlsxmQ648NHD3m29wK1hjd+6UvYXg614/jFHnd+4YvsTqckP8rY2d7i9pff5skHH1GjXL13l8fvf8Tma9dotzpvDEZYUimavluCEBupHw2LUMwjXob1Rmqrxy/ZSo36s4jvacpbLMGP8b+6NKbLyIkS6kJaJES+rFVfV1GX8xn+0jD6OlqveS0XtrQajM3CJMxcBcYGiNGGePSDo2MWeZ0dCUIIV9zY3GRne5Pf+I0/xmA44MGjp1R1jTE2FgzqUTvHZDIJ+Zwai/eHIJTWwEwQdq9fZWd3mw/e/4jNrU2Kfo/Hj55yeHhIXddoB5WxiaU/GDDcGDIajZjOSv7z/+qf8ef/1T/B7Ts3URFMlnL0Yh83m3Pl6hVEhEfvfUSSpSjCw48+5vrd25gkYT6ehH2SVlSEbl82OnSLAp1o1kVU4nU66J7vTJhm84G2Y1tsXRb3iac6ltu1z9NaWMvXEoIqWmoH/1/7Rg19hhh9FS3tBhWdRUYEvGINDEzKsdYkGEa+hiSExXq3wLa7sdVpYrmyu8Xt268Bwvff+QHzat7e1nvPdDJlXpVB//VhlwokGJ6miYtxHpdaBoMeDx8+oCgy0sxysLdHOS/J8pwkSahrR+1q1AcV5vjomF6vx3AwYDweMZqXvPv4MW984R79jQ3qGH8+Ojxipz/Ap5besI+xFldVpEXYR7R2jvHhccTKF+pHCwE2nSULSK/r8Vx8jl2+0u0h/mWh9nUDuJYYtIVRhTquFk121KnI2ZrjhpA/IN6fIuxeni5RhlHoYV03O0+suRqhJiFXQ6LCVGtyY8lE2PdzJEnI0nShc0aHTns3gX7c+e3rX/slPv74PodHY6oqqBd1XTObzZnPy1CHvN2GRSJ8FxOkXZCilXck1nJ0eEx/kJOkjq1+wu5mn16RU+QFeZGT53mMJw9MN5tOcbVjd/cKHuWH7/6YR89eUE5n5IM+eb9H0esxuLZDVuTMJlNePH7KdDyJO1+EqmCYBaM0ic9B8i506yavtekPMYs+ac9tS1Mv/sGC2VdDgJfgyXjcR2upVk+9cs+mbff70meNwXmy2LlvMeavzvaXiNGVxYJ2TpNIopCqkJrg6h/5Ci8wBXq9HmKSCF+fTHMzxrK9ucHtWzdJspTvvfNDRqMx3oXBrFzAyoMHU+l6OMM+RCHJLrEGTVM2hkP2Dg7pFX2KzHJr2OP1jS120wytK7w6rA3GbZZlJEnavtR0OsHVjjxNcbXnd3/vm+w9fsp4f58X9x9Tesezjx5w/0fvMR2N2bn5GkmS8/jD+7jKUXlHMRiCsW0qnBcN4VF+gaR0+0AjQzU5gupDYkqbQN7pq3bSdFaKpoJAU78xeFuDsAobFPhFGmPzpqor8mrxrc2oigq8BTBn8MIFdfN2vC/c8mdMsvIPaBnsxG9hzUQIpY6rpnCmKkdVSekch8fHzGYzjLEkSUJRFBRxqQfIs5Sd7U02N4b85P0PePDwIaPRMaqKczUQMvqNaXJEY7kGa4M0jxK5l2TUKMPBkPF4St7LKVLDgITJ0YhyPMGXFePRiOlkijWGPEvJsrCNoonG7HQ6ZXd3F4Anz54yqysevPch2zevI5Xj+OCQvN+jmpWMDg75+MfvMdk/4sXDx+A8V+7e4sYX7sVu02jUmVadWDBSh1k7k6ApjdFi6o1nt4EaO2PVyBun2q4eruM7aCt3SQg1aH5bYvhVuLK9dgxjJqBprSolXVV2LbecSZdGR38VMigZIYnhyDkqFYxJ2kpazcDWdU1Zlu2gO+dIbJ8vfukL7B8e8pNv/RF7Lw6oyjrEXJiOPu8XCAYmhAHAwrDNej38ZIRJkhjn4ikNPHixh3UGjyFJUnQ2x9WO0fExOzs7AdnwUFUlzjnm87J121e14/33P+KLb77BvCw5eP6Cot+jrmrKoxH7j56RbQw4OjjEeUfaz9nc2eGLf+o3KOclT3/yUTCaaYGphXOoUQ5PMVphhfkiVh4VtoUHNbKt14CV1+hiwmhATSrvWgQnMSH2HhZe1K4q0rUlJLZJkRj1Epn8Uyjsl0aiX5iiOGmQDpGwo8RQEmpVjmnKIvslKabe452LycXK0fEx7/7kfWqnPH7yjNFovBS30WT3N9cSY0POpyyCuCyCS+0ioUHC8xyPpjwfTXGZZSqgJkHEtkv7eDym1y+wtlsTxTObzciyDICj2ZT+9hbVZIYkFjWGK3dvkg/62DwlSVOu3r5Jf2uDZx99gq9rjLV8+c/+cV7/2peRmFDdPJOPjiri+7glPdwtdHEaqaodZ5KuuPE7Kodqi3d776m8a6Xy3Htm6kNZDmkqEsfrt06m5aFtSAglAHWJ/V+dPhMS/aTxEmCpBBNqp4gnMyFicSJAVeK9a5fOpn24VghrcrXnW9/8DkVRMJ/P4mDH+9g0MqYi0WHivMemCd0YbqOQpzmCUJdVLMYJk9EEqpLJ+JjRbIZNM5JoR4QVpiJNA3wZ9OYQWjubz4LuLsp0PicvUsqyYri9STEYUs/mVHXJzbfvkWQZ5XhCXdXcvPcmYsN2LTbPeetf+RXyzU3uf/eHTPcPWsO9sTcabFvjZmLE40E9lrYfWiRlqUJCAwQ0UlgW+5wCtS7ghARD2OcuCAIri6KuqxUcusFwEFaiEHLdBSpfnT5TEr3r+LAEB0dqQoKzQ0PtwpiArOpR70AD9t2VF83SXNc1k8mEqqqRmAKnSrsFORAG21jEBCZvJg4a8GHvwjaJ82qOcw5X1cyrmto7JuWc7Z4nNYBt6p3E8CivcSdo0y753il5lgGG6fGID975EQ9++BNmszmSJnzyw3cZ7R1SzWeAR0XZuLpNOujj5hWurMGHJOqtN2/xx/7yn+PGVz6P2lCvHL+IEVcUxIAxQZmJZbDbPiIkTTvvOQHySZMmKG2ZaKdKFQ3QBqERCQnoNCtl/N+qx/OEnh5nQ2D0lzM6T6MLSXQR2SZsj/4LhD74nwM/Av4T4E3gQ+DfVNX92P5vAX8dcMC/rar/6FUebl1qVhOMb4MHg5HUqDEUajFG2K8q5tZ0AGENnstomDm3CHRqDLImjly1SYtbwGogpGkWJoaLtRvjwDn1HB8c4FxNXVe4uqaswqSa14ZB6nkwUpBZY+q175EkCSDh2UzYPcOKoS5dqMKbZyE0QTzToxFbr11ncjRi97XrPLv/CLxnvHfA9Tfu8PTD+1x58w5Zv8dgYxMVgrGbZnz5X/t1tq9f5YNvf4/p4TFxh3XQ6PTxq7EmTaGnAKR2hUu7EqjGHbXjuT7ECFUEfd2Y0N+V1mTWYtXQwrLx/Wv1sf78SSZuEK1QtxJqFqvIq9JFJfq/D/x/VPVLwNeAHwB/E/jHqvo28I/jd0TkK4T9SL8K/EXgPxAR+7IPto7JpVnKJBQpyiUkRcyd41hravX0jaUuS0ACqmHDJrY2STB2kbC7/l5h4IL7fzERsjyE8noNxYOCfhm2J3flHPWO8XiCqyrKeUViUmp1PDyuqGYl5WwW9x0NcGSSJKRZFspMSGR2a5DEUvkKkRA9KWLYfO0qSWrJrMUkCb2tTY6e73Hw6Cnb168xGY1xrqLo9Rg92+Odf/o73H/nR8xHY/YfP8E55frbb/G1v/SbfO7Xfpl0Y4DzYcuZJlzAtxj7AoY0cf1BW7fF0j/ntS0MKgJOYeZCDm7jLXYo8wbZ6WLsXltV6qx4eJFYlPQEkzdP4U+sBqfRuYwuIpvAnwL+ozj4paoeAH8F+Dux2d8B/vX4+a8Af1dV56r6AfAe8OvnPgmcXL5O/B4li4ayE4kIhbUkEhIiavVkKvRjTSyvoQRzN2Qg6iJL91jAbo30WjhXVD2z6TRIGNW41UtohSrGRoTHhWW7nM+jx1QwTam1eJ/EhtDhK7u7zOdzIgLXjqKNO8qJEXZ2dlAj5FsbbF6/EiUoqHP08hx1HpNY5sdjbJLinKe3tYl3NRs72xw8fcYn3/8hH/zRO1RVRTLscfeXv8rX//Kf4+pbbwRVTUBNE2ceIi+7FcIg4uQdyd7g514k7jRNa//MvaOKlYBdPKesq6C3x4QTaMrWLUCXrprYNVIl6vWnYEPnsdMSXUSivwU8A/7PIvJtEfkPRWQA3FDVRwDx7/XY/jbwSef8+/HYEonI3xCRb4jINy4UlL84sy3tNo2ht7mETbWsBIN0M83JrG0HrZHQwAnH0Tp8uapKUIfgQT1WhCLL207vYg+196GKr3rUK2VZUZYVeZ4DGsMBMpLUkmYJO1eu0BsMOD4exbeRNt9UTMhsssawu7XJ/qMnuNpRbGwwOR7jZnMevf8xSZEhacJ8NqeazZEsYTabIYmBxGLyuDV7niHqmR4c8OE3v8Pzhw9J0pQv/unf4Mbn38JYi/UduFAaxXhpnNp+afAUBUrnOKorptHn4NBWn1ddbN9Sa6jQ5XSNOz86nNrdrlf4wDQ2AAsZfuISF9RnLsLoCfArwP9RVb8OjIlqyim07tYnnlFVf0tVf1VVf7WrppzN9GFIQMlESMQw98pUA8ISylz4WFQz6IohxqRGUdI0IU1TrLVL5eG6jO4bGLJzrKrmzMtpQGZWtkqvo+u/SaNzzjGZThExJGmKGqHoFWxubbF95QomSXj2Yh+voZqARHw4yzK8c1hrGfT7XL9+DWcEFWE2mwfMXJWyKplOppBapuMx49kErGFyPGK0f0hdVRy+2IcswaYJhwcHHD59Tl2WPPngY37wu3/A9OCIe7/+Na5/8S1c4zOI3e5VW+ixGQ9jTFu5t3EqVaqUXtvd5+a+jl7WBbauIR66U17j5GguDOOu0blQMBdFXFf5Z/HvInQRY/Q+cF9Vfy9+/38QGP2JiNxU1UcichN42ml/t3P+HeDhxR7nPJLWEHU022Mpc1WcOqwRUhsMzto5JE1IkwTvQIySZ5bEZOSibPdyBknKg70DPt4/7Ew0h/fSJl4AVLXD64yoxAYkxxtEDDWC9QF3dxo2wC2nJXmSk8SNb+va41zJdFYGzVcsaZoCSlVV2MRi0xTxHmuFz711j/6gR5rnZHkK0UNbbA7J8pzp4RFJkTMZj8mLIjitnCPN+2RFzvHTF8xGYyb7h6R5zsHzfa7eucnjjz6mGk95+vF9ehsbvP2rv4yblDz/6ONQeZiOwQkxqCpI8ESa3aaDJ7ryHueV2nlmCGWj6hH4vVaPZ3HMiiWY32HnuppFVeOgxjQeUVnaqjFpnkhXVZjFpLgIs58r0VX1MfCJiHwxHvpN4B3gt4G/Fo/9NeAfxM+/DfxVEclF5B7wNvD7Z96DVcfBKU+uAVYsYn0VK0oS0+cqhTy3/Olf/hy/8sVbcae4YL1778iShDeuDvkLX3uD/8Gvfok/+9V7/Orbd/gTX3iD6xu91XdeUWmkze6X0KBpiLWWKqo3DdV1zXQ6BWIR/6ieqIsRkN6BV6bjGSKWvCgQHGlmGRY5n3/rTebT2cJ4VqWezEn7BWVZUtY1SZHhZiViDHk/PH9ZVWxeuwKJwShcf/0OYoS6qultDMErg80N9h4/IdscUKHc+dqXoMiCbt3AibqIVQmGp2/RmcbN3xQNdeqZ13VApAQaXN1rRHSimll5hxdpt3wE2mpeTShBM/Zdm8BEY7d7bJmx1yM3q3RRh9H/EviPRSQD3gf+Z4RJ8vdE5K8DHwP/RmSS74vI3yNMhhr4t1T1AtUjOy5gXUBXXVJp9DbwODJr6WU5lXPYNOHr925x78YVtjLLPysSjueOqjak1vD1e9f41772Ftd2+lSlZzqrOTyc0Z+N2e3nPD4cL93Lx1DaRqdX79qd4lQVnA8hAc2OWRp3cIsDMpvNAOj3+4gIVVWihB3tRITJdIoxliJPUfUkNqGXZ1wfblLkGdVsjk1TyqoEEY729smHfUbTA3rDAb4MzC5Zik0sYi3z0YTecEAxGDI/GrN7dwNzcEiSGsr5nCRN6O1u8fzBYzKbUh2Pyfo9bn7uTT7+3g/bdwiD0NHNI8OrBJ05MSEDyDnHFOIGYq1XKcS7qLZYuyoh4wslN3ahe/tQCcF0oODWoWRCYFcmlkwdcx8cT69KF2J0Vf1D4FfX/PSbp7T/28DffrlH6SxFNM66FXiRWK9FhTQzvPnmaxR5wmhSYWtPqsqDh094Nh3hnZIlYbPbX7p3k9/46j2GvT5eLf2NPklWUlUlZt/zfByYchXSDOECtCWWnfNxm8bGN654fFBbxMVtC8Oc9qpMZ1ME2L1yBTEDZrNZUKmw9HpZQC9cFQbcGu7ductAg5Q73D8I1/eKdzXHR8dMR2Py4YCN7S0++dF7vPWLX+F4dMzh3gH9zQ32nu8z2NrCA/P5nHJWsrGzxXw05XBvj8HmJhu7O/Q3NsgHPfYePmF4bZfXPv8mTz74mNnxaKmicEM2qitNGZBUhTyWrp7VFVmStCMo0DqOmrCIxoMw8440JsS02/Bo8HO0KEw7ObTdf7fF/tfwxEXpkoYANNJ9eQ6LQIpiDLz15k2uXNvkaG+CMSmYkgcvXpCmwv3JiMrVIJa3b93g1796j0GvwCQZYoJxVJUzVJUfPdpnbzQnMQngqH1HjdIYI9NAYgrO6YIJVIm+kHb3uURN2NUirElMp1OePXlCb9CjKApsklFVNcYI83LOvCx57eouX3r7HjubW9STWQA/gOHWJkmaIDZhsLMDAldfv01R5Gzs7pAOevR3tzneOyAd9LC9gmzY52pRMJtMmU5nXL97k/1HT1HvMYkh7/XZvv0a3gi7d28GNSVN2L5xncfH40WCRayG23gyfTS0TZzohVg285wX02kMyw2ATVgBojlDqBggxBrqIjivpDZcw4pQN3p8Z6A9ceMEDSt4biyTbrWxV6DLwegaOmihqXRBvAV5VaYCSSrsXtlCSajF4HTOZHKMm41J8pSHx3MwhtevXeFPfvUttooMmyRkaUKSpkwOXvDkxQH/7Icf84fvP2aQWe5e3SBNE57sj3hyOKWOnS/a5GCatgKW80GyLyLqoj4ZI/BsA2FGxKD2ntF4wmw2C4yLQJqRibAzGPKl27eR0Yz90YzEGB79eEaapjjg4P5jVIQszxjPpux9/JDECmVZhjDcNMHVDl4IOM/j9z8msRYrwvjgkA/391EgtQl5UTA6Oubqm3eo52WEEoP07G1txDzPIFbVdOssGgyGUh3eOxKCDdAzoR6kazbbIu4xqqGmThO3b4NhgypU3pPYRkGSNvSiO/KNyuok2GRpTJb+NNXTLwejoyCNyrKeyRuaqaOqlA8ePmNzOKSuS0ajYyaTaYhHPxgznjuubG7xtXu32e1Z8iShyHLSLKMqpzw9HPGPvvUeHzw7wlrL1+7ucOvaLsfTMnQ88OxwQh23RQlPqK2UgmCgtUkKMeY9y1J6g14s2F/hqor+cMDO7g5ZklD0eiRpQpqlbG9usru9Q5oYEhGeHxxQZBm+rHBlxWwyZXY8Qr0n6/VxzqO1Q/oZWa+HzXPKGPprxFB7hyQW45T5ZIpzjqzIg54/mVFV83Dd4wmlq6jnFc478mGf/nDI0fMX0IkraUpiECMIbczeConRoKLkJAzTjAM3pVnBlupN6mKHPxPjYxwhqcUmSWtVqiwcUQIdNEYoUabed9b2z7TqEiXjCetZll9Lw4Rw3vHRsxfccjXT6ZzxaMy8rJjWntLVpFnKnSubXBukbBQZvX5B3uuBKs+ePeW//KN3+fHjPbY2Nri1mfH1L79BreBfjNge9plXNaNZyaQMRYdCyWWivhl0dptYbl+7wTw6fj731S+xfWWHosjIbAICH3z3HebHE65ducqN12+H4v+ppfaO0d4h73/3e+xs7zA+OGQ6nXL9jTsMNzc5Hh9iRBgMBkiWBDGZpVRPX5AmKb3tLdIiY3xwAF7Jen3msxnTyZQiz5mNxtTO0d/ZpNfrYYxlcnhENghpeTb6Fvx8znQ6Y+/RU158/KAF00MGUYwPIniHG1YzETlRCdn6wyTjkFmLfDf11yEUUzJmsf9TE8JReUfiw8TRDgs3mwt4oPLKzIcMJd/wx6egS8Lo0DB74KdTrOvOpD6elOzZI8qqZjybMasctVcSaymyjI1eD1cLrlbSPBh++0cv+M+/9R5/9JPHYCy7vYQ/+UtvsbUx5PBwTJYkDHo5/UlGkRiyrIf3UNYVzitVHUw1ay1FUXDv82+xd/8Rz54/iyG8GrbZSMOqdP3ubX70u99idjjiO//Ff8PGzhb3vvZl0n6PzSu7PHznXQ4rR397i8cf3ef2597knd/5A6rRNMTAmLC09/p93vq1X+b+D95lsLnBL1y/gqoy3TvkJ9/+Prtv3GbnxnXe/d1vQYw3UQmqQ69X8Lnf+Drv/t63qauS21/4HJ/7+i9Sz0ve/847FL0eGzeuIqlFy4oGCWj1Zu12/GIYmpo61oRNfee1wxIRs3ZngRaR7xibDdxYY0wSPKrRDqjxLbImImgVnU4/BbpEjL6goK+vecHY6Sqh0lVuE3pZHrxw1kNMbN7o9zgaTflR9ZiynFOhFEPLd394n2++95jKwWsbGX/ii7fp2YTZ8QTjYdArqLyCOjaKFDWG2oHPLLOqZio1VdwQ03rl8OiQkoAjP3r0iNF4g9duXCNJQpz8dDrDIFy7e4vDJ8/ZvH4V28vD8u+VuqwY3Ill5dKE2jnK8ZTP/cov0t/dwqbBlf/4w/tU6kCVje0t0qLAu5qDF3vY1PLavTeoyhK8Z+v2a2zfvEYaVZZnnzzA1Y7B9iYHj59y8603wAp5v8fGxgbPPn7IzmvX24SUxs5YmEsL38FCqEoECEP4Q24Tyoijr0peDV6g1vHUzJtSoJQaJBQ4siJhC57oHLPGYGeeg+kiIeTTsPylZHRYwEjLDL8Q6blR+qnBZhmeIeXxmPm8pPaeXp5R1jVPJ2Pq+Yza1fQGKd967wFVVWON8NbVnVAht/ZYAbHgm5wW59jZGASvX+VCwU7v0SzFOI93kNTKeP+QigC/ZSbh2eNnzF/sc+3qDre/+PlgjCXhn/ceNSFBQ1Up5yVa1lR1TT0vMQjj0Qgv0N/ZJNscYBCyIueNjQ1msxkqQpKG7SPHe4c8v/+QW1/8POmgYHI8QlXZvLrLzq0bAR0xhnzYpxj0yQe94E63YXcORUPQ2OYgqGM+OD3aWuay2NGiDbTqQntROltgYFPGlG3kYqh5Gf0PotQS7RljEBNw+MSYuI8TpFZIrQnMbZst4SGxcDQbR2eSaZn9VbSYS8vo66hBQRRDLzMkEeUTY5nO5ngMWaoM8hxialmlwqSsKfE8Phzj1LFT9OnlOc6HJbJf5JTOUU/mPH9xQJpa0qKgrJW0dDhfcTgRekbpZznzmSNVSL0y2N1h+mKfLEsZ9Ho8f/iIK9vbYAzVdEaaZZTzObWrscYyn1f0ez0cwRhsIh+TNAvLtAq1UzIfJKurfMhTrV2oB4MyH49571t/RDEYsnv7VkhhK0tQJUliAFsUEFvXr4aNvqxF7AJlUe+ZTUP2U13VUbeWJal9pmosiz95ZNK5CwksmRisAaJkFhMStRNrSRNDmtjA2DGaMzGG1EpMRqd1IhljSQ+mzOomROxn7DD650nLakwwRg0wyDNEhLJ23H/+nFDjMziJrAjeGGyakBYJeWbZn8wYTUKc+tWtTcazmgdP9ilnc65tb2Izy+FsyqMXR9y8ukWSZWSJUiWO/aMKX9UM8oReL8VnGYeHU/rDIUmeYVSp5vPgttcQAlCXFdPRiKLfi5GMINaQZCmOING9c2Rpymg+x2Qp/cEAFQnQYu0wJqTwiSqz+RxVxSaWJ+9/zPH+IZ//9a+TFBnEBG4fvFuIBmeXidUKUN96mhVwddi+xs3nJP0+0+NRjPkOhqboYnvJJiljWXVZzvlsIi5xzW53iiWoI5k1JNaQJYYsSUjShCxLSBOLMSHiNLEBPpToj2jgZhT6WcK8LtdOuFNDRdbQpWd06CyZkd+tKHlicCo8PjhkNq8BYXtzwGaRh7LG6kmMkMUiPz+8/5Sy9mz2cvpFzqyqeVFVTOfBkB1s9PjuTx6RJwkbvX6IYalr5lb4cDqn9kqepmwNB9RO2R/PSQcDhLDl4/WrV/lk/EmIi69DOl89L8mKnLIKRl5ZliEBQ4NDxqknHfSo6zpEOgLqPD/6/W+DV0xiyXsF19+4g8kzrEJdVTy7/4A0z+hvb4IGRqvmIVTAJDbEd5YVkkncJTjEu4g1MYFEEe8pp3P6V3YZPdtrc0Kj43/R79I9cmJkgLh3VHuu4DuQYmKEIrXkWUKehaJSWZa0sfkh+ytcQ4y0TK7eo2oZFikHk/KMZ7gYfSYYvSXVIPFskARl7dkbzxAV8jzh2pUdNpIEvMMI2MQgouxPZjx4cQSiXN/eABGSNEBflSj7s5KPDg75+PE+b13fxIhhWBRUVU01m3A4nSMQYkV6Peo6GF5Ho2Nwjrk69o8OKUfjUOahrPDeU85mDDc3gu7tHY/f/ZAXD5+E2JCqxitU0zl15TBY8n6PbNCjmsyYV2EbmsPnnoPne7zxi1+ico7H739MVc4Rhf0HT7j65h0kSairCq+eFw8eMz46ZnRwyK3P3yPt90J14fkcsbZVXeqyYh4dWOV40sG+tV1FtXUgBVqESEjHXNKFqhHj2Rf6fEicSI0hTxLyNCHPE9I0bBJsYvx9s3VOqBUbAshUDIkqG3mGyGSxq568mpZ+eRi9jV4LdBrqomjY6VmE2tWx4Gf48fDgkN0b11DvSK0Jhf6NoZxXZNayXVg2ewWJBJ0x4OGGUeV454PHDLKMmYfD4zGptSQG9kYzJrOSYWrJ85Sil1KWgvOwf3QE3uGNwdU1rq5IRJhPZ6EgqXeoUWazaYhwnEypyjIYZj64yovegCTLKHo9+jtb/MKf/uMY4NmDRww3Nnj0wcfsP3rK0fM9moTuu198m/vvvs+Dn3xAsb1BmmUcPn4GCs8/vB88oUVG8uUvAEpV1Uwnk7glfITunMNVVTSUXSfeJDKqRCbvIDGL/FHtxKI0idDaxq+IDZUD2jCAYAOTmKimRJvBxJwA26pGHmtNTOQWRDz9LCG1oX9P1dEvAEFeGkbv6n8N4wZaeOuaP6kJkeh5mlAklklVM5tXbA/CdujehAKieZpgBSaTGcYI1wbD0NkmuLBVPcYkPHy6j0EYFikiwryseHFwRJolfPBkH+eVXpawvTGkl+VxEMK/2XyOoBwcHoaJaIV6XjKfzajqmnwwxDqHGuHOL32JjSs75FnGwf3H/OT7P4Q8wdU1tshxPkRhAtx86w2cwPDgkONnL4iFxdm6dZ1rb73O/rMQc56kCWokeEWzlDd/+SuICIcPQ3pAnhdUZUk1L7FpDCRDcVWN8540SVskqOl1jQ6Nri+ySbpYhD2wEE4aSncbY1BjQAxOfFvBC6Kubxbbw9um6kCzZ7FoGw4g0YsqIqSJpZdZ5rVbfiCJDLEG519Hl4bRu9RU2W6+rfhHw7aI6rFG2OrlTMoKD/SKHEHJ04RentLPM+qqZDybklvLYBgKfFojeF9hxOIVDo7HDIuEXpHSL3okSchB/3DvmBejSYjrSBOKxNDPMnztMKIM+z2MepzM6RUFs9GMol/ALKgFzilpkVOPxoBg06T1/NW+2YY9wH0mD5PM1XXwPkYXeF1WKFD0eyBw/fYtvBUGO1uMDw7ROqQK1nhsYtnY3QGBweZGxOyD5PZVjbchLsYklsnRKKhXdUVdBUZvDMwm4rClFcixu/aKhM0CrBgSY6mjXFJCfRjXMWIbG6D7L/ywqDWzGPUwp6w19FPLQYsILSaXxq8XCEe/nHVdtDHnlVBAqHUrh6xzG40WUdge9khtmAy5teBrfFlixITsIg2xFVvDPnmWU6QpiQn6e5oaDo/HCEqahL2JkgiHTX3NJ8/28a6mn1lSk1CXHldW2IhiZFlKnqYhaq92ZFnKcDgMembtWlVjPi/bSDzvQ1bRvJxHfTYYziburCHWhKpWqtQuqBxePfNyHlEVaZMtmux9kyQhLj6xGGtCAFu/h6UJdxX625uMD494dv8++48e8/F336EoeriyChWEA8QCLLawXI2IXVJdWJS4M0BqTFApG/Y1cQi9x7uYNKG+LWoKYUeLwPDRjG0wh2aiBTSUXpbEydPct51NF6ZLItEXOYXCOpVL2z8hiAqQkO2SWXjz6g4PD45AAipRZBa8ZzIvmXuw+YDNJAtWv4GyCpn21gjT0YTCWLI0jRGJDlHL06MJ43nJZp6y1cso8ozj8Yy6qiiNUDoYjY6ppvMQD1PVsUpu6NLJ4XFYevNQE0aNtNGCzvtQs12JMd4Gq8T9fmjj04GAjxMkWyjHrBB/9+qpq4pcpNn6DSVET0JMHlEPRnjzK1/kx+MpH/3hD5DakfQKPvfrv4yPkYbh3EXHN0VHw9GTInNpzZUQcpsYg7Q5NkHSh60vtZO51E2CDi7+oIWEVTo8SiPUwn2z1MbdBptVIP73JWD1SyfRuzJj8Xfxq9AMTMCXRT1FZrh7ZSckGzgfaxNaDscTjiZz8rxg2CvYKDI2i4wiSxn2egyyFCuG3Aq9PCNNo4Fkhdl0xk6RcnNzyJWNIUWRo9ZyMJ3zo0+eohp0+fl8TuUcVVlhszS40YHR/iFiDLWrAwYOQW2ytg33VQ2Vvoix3nVkamnSABVcVWOMoazrMLIS8lmVoBbMZrPAIMLa2uVtybks4bW3XqcsK5w13Ptjv0SxtQEx+lHb9rTnNNlSAYNfHqdVsMBIKD/SqC3NotxW+4oMr93rRsZthL020OIKMJFau1qc4KXpkkh0WFgYutC/WNgcDRlpltVQ9VZD4DSpUZ4fTziaTBmXc3p5yvODEf1en9euXmVQ5AyswVBjkiFFkYGvyfIML9ArCvI8OJs2hz1ubfSoBzkmyeLqoag6jsua42kdVoA0p2RG7R3Ge2yWYmwwuMYHRzGXU6jKEisStoxxjsQYfO0ichRK2iVJwv0fvseV26+RFQViDfPjMfPJlEG/R5oFQ9J0iodCkPh1XYcejBMmSdNY+LRJVTN48Wxdu0JRFOQbA/pbG6Hg0my+lPGv2oiXMB4BgWGxqOpCBIXv4XPwZMoiaFwCXrioKqAxKUNJIFZIC1s0ro5xyxHxnjaiNaVbjUi/uO5yeRg9ljgL/18/d7W12JvfwyA6amoXahw+PpxQllWIffbKzbxHniT084Re1O3TJNRYmU4dNk3ZzEI4r1phkGdoXdNLDZr0qDUwY13XeDE8O5yAKlVdcXx4gPcOnTtcIpAY0jxIdVHCDhe9Hr6qyLKMNE1DrUYJki7UW/SUZUlV19gk4fv/9e+T2CTEpJQV3jmGd24jxrapZwqxXIe0Om8zcZz3VHXVqR8ZVABrbStRTZbGDKwA0bZx6BKQKI24uI+lp0Foapw1Q9MKo2YSqJxIjPDRJql9SLH1Xhdb5MT4IWSR0ALBgSSiaKiv0SxicWe7dVlGF2P2y8PoHVroYY3UaGpvBzy20emC0BAyY6FSisSQSEA18jSJy2bQC+u6RNME8DinzKY1h6MxWWLYHQ7JswRvYLNXsL9/RK83xBvBIUxnM6al49nBiLJ0cVUJFEqzeYwDm6RkvT5elRLPbq8gz3MSMXgbQhJqDUt5K67Uhx31KkdVlmxd2SHtFSFGpiwZbG3y2ut3uP/u+xGnJhYLjbHbzoUSc1EXbwxgWOR9Nv138Ow51XSGm86ZTaYhoXo6w6lvd7hYbLGyGIPWSbQ6Lp11N1QFiMzaOd2rUntP7XxIHtFFGTzRZj/qZu0Ik6GFMzXWw5QQ9BX1q5MMs2o1r6FLyehdakykxlhNTBeIivvNGdMy9vawx7wOHrmtjQ1mZcX+6Aj1CdorSGxCDZSqTMYlvSRhc1CgGNQqiQmxJjbJ8EYYT2d4VSbzmtEslKVvNqBqgAqnitGYFe9ratFQhzAJjg5DiC1v9OAggWvEhIRr5zxHx0fc+vw9sl5BVZVYm2ASS2oTyvmco8PDhezqqA913Kg37KQXsoEaFWbRPOS59gaD0FcbfbIs5M+Ws3m7YcByNMsZI9JBwRrgoNmzSDtwsEZNpnY+bpUT1JgGrRHVsFJEsd2oTkuTqTUx5OWszxW6PIy+BLU0pgw0kqT5lti4HMtCckhcR2unzMoaD2wONyiSjNp5nu8fcnCk7A77WGM4mMzo9woGJqUowi7QlQ9FeoLhH6IAJ2XFZDZjMi95sT8OdcKjp1CMYWNjg7Ku2C/3KSRU83Uo82go1qpMp9NYhZfgEDKWuq6YjieUdc1kPOa1t14PDp/Ehl3oXhwwOTrm6p2bmI0hzjmu372Fq2vGR8ekeR6N2BigFavXNsX6m4KhqsT6NuF4UmQkecZgeyvo8dZSTUIaXHd3DCK013Rw4wXtoi8t2BuNx9J7qtZ2iJiNLgzSynmq2uFqi0s94sNGCmrj9GqN0GYSLeBMESFvQlUjXLrgjO6H0+nyMHr7tN1lcnEkNIkQlsSIOSHgtXEpPJxVzGrP9Z1h3MCrJkkM02nN4aTi2dGUxFpmlWdnUHFre8iGWMq6xInBV4bjyYxpNSNJU6ZlzaR2vDiaUvmgv4oYQLE2YWdnh/l8xmj/kH4sJZcNBmhi0Dp492bzOZULIcPqPGot1Tx4KpMiI89zbt17AxHh6cf3efz+x4z3D6md4+lH97l++xZX37jNxpVd6OekYgOWLsvVaNU3RYMIiSmmkey+RVIWBZSCc0k9+LKKyLS0YSQtjt30f2SuVh1vx0WjdA65vE1i9GLj4ogSoa3q4lxYbWz0B7QqjHavvDB6JU6ABmL0ugbwvICkv0SMfhotjCBrIIsJBUZAxUCz9FfK1ClFlrLVKxCvlK7C+cbLJpQu1Ag0YhnPKh4fjJjXJbuqHI3mHE3mHIzGWDxbwz5ZmuBVOBrPo72lEG0Am6UhnlqEnLA/T7/oYbOM1Fic1MHYjBW/kizkaaJhy8U3vvIFejubeIH9J8+opjMe/OgnzEYTmkJw8+mMRz/5kP1HT9i8fYONa7vYfoY6z/TgGIMwm07xlcPVsQSoc4tED202G2hg0xA6UVc13gWp71x3S5flXm/6DRbJy027ppi/atgAoGyVlg5sCLEPgp5eOR9QJp+04QGWhVoaCkUtals212+SOawoflWaX5AuKaMvcNRGcREvpNZiJcCKqTVIkuB9ReXhcF4xr5R+ZkA9deyrqgrMDkE1afbdLJ3n2ahibzzlg6fHwalBCE7KbYKZlvQ8JOMy4tZAHEiHYlLL0eiY6nhMSijCSWKi29qGFdi5sDnAfI6ra6ajMcWwz8buDoO84OmDR4yPjxlub7F9dTfmTjbIU/hXo+zcfo3e1gYPf/QTdu/eYmNnm8GVbd4och5+fJ/x4SHO1UhiqaO0bAzRuqqwsWRzVVdUDQbvXdQQoroRLMCFHaEL6LA7KktMGL/PYrEij4SS3tJpI4JXofZKVbugvsQ9W70HY5Sm2GI3k2kRmh1WGmtCWG/pu3c/+fE0uqSM3tUFG4PFUFgQCZkppQN1IXlhb+45npZ4HHXtqSqPC+xIHaWJByQGEDlVQh18ibV5PcQ81CR6TEv1HB+OuTIPBZMaVvfxmdLoBS29D+GlEdrTuo5bpyvj42NslrJ988b/v713i9Esy/K7futcv3tcMjLyXpXZVdXd0/Zge2whBniwbBDYQvAEmgdL82DLL0jm8oCn5Qc/WQKEEG9IIxCyBMjAYOGRXwYw8IbGGMb2eLqnqqvrmpfIjHt813PZe/Ow9j7nfBGRWZGlns6orlxVkRHf953vnH32WXvtdf0vJpMJaS+jLEoOnzxn9vwQInj4x77HeHuLclUo5rn3YIQ2MM5aDg8P+c7929x7/zs8/uxzDvdecPvdB2zc2qW/ucHZ4ZEavcYw3T9ksrsDCaQS8+XHn7H74C6jDc1dVyAjXRDVYkWxLJoeRTRuvovUVSi9vweNfgqlC587z+Qhxbc9XgFJHZVRhk8TzWBsUBa8DeDWIrStrSF4e6O2jbF7nldeRdeQ0eXCXw5lvjzVhP2yVERtEcuqEhY1+C6yrEzNrKxIIwHRvPSADRh5CRbh24U0xn2I5QnGCYuq1sr/2tGTmNw55pLixGpPHcWlVhhpY5tuDrU1SKW5K9u3dxmMh0gc0x/0qaqKoxf7lIslcaRuxjRKePLxZwwmB9z77nvc/6X3+eL3P8RUlR8T9LYm7D56wOGz5+w/fkoWp0yPT5geHLN16ya779wj7eds3bvF4viMpx99wnT/iBuPHpCnKdPDY3bu3tagl9GmYEmmFUx1WTXVRuq1fAmTN16erotAEAsrZ6mcpWuqXgYbZ6x2kTZWVc3aWGJriZ0HQIpUB1+7pncxgjoAEuFrMTlcS0bvkk5thDBII9JEYRVw6sGQuMestKxMhZPgLzcczRdM8pwk0ea3MZoCakRzTBy20zKRxskQRTFVqUyOh96ZieUmMdOQw+EgiiMtd7PWN9/V0rW6KIl6ObsP7hElMZPxmBeP93jx2ROK5YJIhNvv3OfOowdawynC2eExn/7TH2Gt5f5332P3/Xd58ocfIxYGNzb57q/8c5ydnvLkk8+YbGwiUcRgY0JvNOB4b5/p3gGjG1sMb21z6+E7PP74U06f7XN6fIKkiSav9XJlGp/qm/jg1arSAhHBFz+EWe96QC48jQ7Di1BcCT8rwqBQ07VRyW686mKM5qCHvPYmGktnc/HqSxKriPo6yQDXiNHXda7gTo1Afd2ZthSvak1UiuIYR4bljF4SUVUtGE5RVsxF6LlMo2x4sE6r3oM4StRQC1u1TyYqCjWpgs5qcawcxEREUuGcJlYlkVYaJWnCgmN6kxH9Xs5qvqCfa0fog/19nnz0CatlgUONLovw7PMvSfOUu4/exVlLb9gnyzP2v3iCA+6+95DTwyNW8wW33nuXuq55+tEn2FXFMl9y/7vvE6cJs4NjnDugNDWHe885ev6CjVs73Hpwn83tbQ6C/r+1Te0sZVFiylKxWJIYZy3zxQLj0wTOuw55uRbTHGNQtVDcugfowpGiXqFu4MiYrhtU0QKauFT3Bz1vJEKS+JY9/syvw+7Xh9H99uf/J/ybxRGjXkoUC0VlvK/XkfXGPD+Zk0lNlKTU1vjkJn1ky0ILofNMgYXEqzAiQmVso0NGziFxxHKlhlrskaWMh8V3zlFElp6LmGsPFyIR6qoC5+iPh9x5cE8BQeOIZ4+f8fzzJ5Srgsg5YhzOYw1GPvpRFiWz6ZSjJ3vcun+X7du3OHy6x+neAWma8s73P4BIWC6WfPh7/4xyuoBIKBYrTg8OSdKUvU+/ULecP7eIcPrikLOjE+68+4B3vvc+VV2x/+w5zgeUlouV92qommWqSjMofWpEsEMikbV8o+YRhR0QEHG+wUXwg7/i2fpuWxol7bgardFcF9/fRQujPQ678z38QmIaWnCjnOG8Anp1uj6MDjQmjZ/MGMc4T4nFUZZa7mXFMUhSTJRT1wf085heEhNjNWEoVhxEY2pWpbYdz33VDj6KGdQV66N0dVFS18ZHLxt3Q4NXvMKRi7AIAREL0+mU/mDIcGODVV1hfKe448Njag+a7+KIzZ1tNm/e0NN5oJ4o0a16sDEhyjN2Hz1g9+F9xSWcLymqkvFkwvMvn3Lv/YfkeY+FR/8VNAJ754NHZFlGP8txkSOKY8r5ki//8GNefPw5B0+esfvwAbsP7oJ1lMWKk4NDBIXTy/KMNE6aPqFO1GMSIqtAWyN6iZHqnLSemyZQ9DJq04Zra6iNz7vxDoEgyZtaVReQH1yjVoLiv+hQvtGqi6cm8qXRsDyJscZX4whIFJP3h+yvFlRlQRX3yBJLnsRUddsQKk1T4iimrGsqox0v4lhDI7p1Gj+5Ql0Z8jyn9i3Um84WPjQ9Fxha1RxFhF6ecffOHaaLOdPplMO9F9TLFcN+H4durWmacO/9dxlNxiymM+qyVF+3dUw2J5BYDr54wtmLg0aC7t69zXK1IhrkrJZLzvYPWc4X9PJcITSMoT8aUtcVxaogSRJWaYrEEYPJmI2dG7z3J3I+/2cfslwsePrhTxltbXLzoXa+WM4UFtqWtTJ5FDcAn12vSvsoXPNMdDo6C0G0EVdHyF/+ONstAGu1sqp2qsYYY6lrn3otLaxJYPYoCki9yuBpok4JY0KawTfQGHXnXoho1Y8xCjMc0kCTJMHGKSIrQCjqmtQm9LOMyjiV4tZpb85E02ZrU1HWFZHBh8qVscRCbRWrPPfwy3EcK34hIPgmvE77moYC4DiJGE/G9Po9PvnwpxTzpXaSu71L8fljqqJEMu1LtDib8fijTxTyDQXm7A/6LJdLpidnej6vr1Vlybu/9AGnp6dMS00TmJ9MW305jti+tcvRk2ccv9hvUGcRIellfPdP/wnS0YDeeEixWGKt5fTgkMV0yu33HvLol3+J470XPHvylN54RNrLm+5xXYndTa9Y97YE37b38TdBpIuessvIOmX00qcDhPwc8V4vSdr7CbHZAKwk0mLEFNZysafRq+naMHqX2tpC1dUij8enKZwRq1XJ2empZgnWNaui1tTbNAbJWRWlwjYbS5Zl5HmfJrMfy6qowFmM1YDGaDxi1MtZLJZInGB9S0HQX1aElShDOokwznF6dkYcxdx5cJfT42Pmh6c8/umnTbnbYDzS9NtFoVl7eFB8kYbRA2uFisnF8Slf/Ogj7n7vPQ6e7uni8AGk2kvO0tSslivfra3DYpXhaO8FaZoyP5s2evNoe5PeYMDnP/6IzZs73P3Ou2T9HmVdee/SegS0yTnpRiBDwhWtR9Y5mmzFKz5UDfkbS1XXlHVEbWJS1zJ06OIdxgG+t5Hzal8k9NKEhS9QeR26hozeVhXVzpH56peQ7eYbpzAa9ilLDRitqhLjEkI5VpYmVLW6zlargiRJ6fdzNjZGJHHM46fPME6QGFIsvVg4m02xONJIGqtedWLRMjiEzGnPHmvh6OiEuqpInGP3/l02t7eZHp8wOz7FrEpOD47Je32SPCPOU80XR/NAjLFYn0qrBpd6gCyO+emUYrnk5jv3qIqKk+f71OIBmSTBOXVpdqtwtLuy42TvBbaqMZWmH4gAkWBF8+On+4d8YWre+f4HvutH1ZxjTaKvPY3gR/dzEfRpHOaS/PBLHS/i//EuYOO8YepVyNrbQuJdyXHcooNJwM13kMQx4zzheP4LwOgqwDQh31iLE83bCJ6TALW2Ws61cBpRQCHnfM2nqhshv9o5DYPPbE1RFuRZhkhMEhmsdaRxDM6xXBV4saNbt1N3JHHAjYU00u53WZqyMRnz7OkzCuswtWV2OmUwHLG1c4Pney84PTzh5OCQnbu3ufedh1g07ySNY5J+TuYsNx/c1SILL5mtN+4scHx4xObtm5SmVjWkrEjSjCRJiZKEwWRE5BsFx0nCxo0ttu/c4vknX3Dw5dMmnDg9OiHJMka3brC5c4NYIor5gnhjQrFcNpzZ8KeX5uf5NWjFvpONjtO5Bj66e6TX6MMJm7M3Xe2CP90bp2J8RxF0wUc+hUFdignGGKzRhTbMtbbXGNvsOlehKzG6iPwHwF/xI/59tCvdAPgfgIfAZ8C/45w79sf/EPjLaDryX3PO/c6VRxT8i16fs8ZRE/nMQYOtLXGipWL9fo/FcqnJSbXDikW8UZMmqeqAwb9roSwKqrJsdNAk1Wqg00WBDd7N0GC2E0lyApVV6Dk1qtTo7ff6zKYzyqLg4NkLcJbRZMTmzRtMNiYcPN/nxZdPmGxtEucZA18SlyQJycaY4eaG+vJFtLA60szEUB5XlCXvfv8DqspwcHCALUuMqdm4tcNkZ5s0Tjw2S0KcJJiyZH42VcwaEfLxkBsP7tAfDDg6Pubg8R5guXn3Dnkv1yIMnO/XSrPIwg7Ref7NLqv9jDq6exNdDhSUtLW3Om5J9biU1lAZdSAgBpz3AMXBCFbpnkiEi1ToiDh6qdBPI2bWtCe9An0lo4vIPeCvAT9wzi19a8VfA34A/APn3H8sIr+BNtn96yLyA//5HwPuAv+7iHzXfWULRj/ZflsEjeRVHkFWt0/1AaciDIyjzjOWRaGNX33kLxQEu8r/HQlWNIck9o9UvESwdcWgl7EqVZJ6tbex8oU2793qzgtAsVpxdHREVdSYuubo6AhjLYNhn/l8yXz5hJu3b3Hv4TscPN/n6Pm+D3NHjIYDvvvHf4np2RlHj/eatoVxHBM7iNOUO++/y9H+AdPjU93Bspx8Y8RytWLMhPnRKWcHRx4XJlZGTxOmRyeYxYpk2GP79i7jjQkHe885PThCoojNnRtMbm75+zcsZnNC1op/2PoMWE+E7WJfhr8beOlLyTVyff0YFWK2kwagjc0EYksauU7htGuEThxpVFu8tB/kMbOifjU7naOrqi4J0BeRCpXkT4EfAn/Wf/63gf8L+OvAvwX8HedcAXwqIh8D/zzwf1/tUt6N57RjAzgPvu99utZRu5LJeKTSJ1LuVMzvIJlc65O1bfEBka+sNzXioJemZGnCfFURlE/xRlPkrDe2lCzO16u2xltVqa7YHwyYn0wZTkZs9/tMj084ePqMcr5kc+cGo8mYw2fPWSyWDCYTbBSRxAmL2azBOAlSNR8NGGxOONx7weJYDW4bLdge9Nja2caJsFgsqJerRlCKn4dsOOD2B4+Y3Nrh4LMv2fv8S7J+j2I+J0oSJrduelvHMjs+pVyq56pRLrwkdR3V5TzAa3hGhqA7+7jHmnJ+bgl0vysRjg4ygPGpCRZsGutYPIM7v82qwylqMBlHecILXk9Pv0rn6CfAf4Y2zX0GnDrn/lfglnPumT/mGbDrv3IP+LJzisf+va+6EkEShGlOfYkcrk0GKp2lqmqO5wtOT2cMhz16vZwkSVS3k3ZeQ8lXU3BgDNZoI4B+pohdldG60qaq3ed+iHTgiwkbsjT1or1ej16/T21s08CqtgZi4cbdW9x6cJflYs6Xn35GXdfceviA0fYms9Mz9j7/UnPa++rei7z6YkTVteVsoZFXdCcxda0RTqOsvbm7o10vAIkjhpsb3HnvIXce3KdYLJkfHFEslrzzy99nsrNNlucIWqyNA2ssi9lMu9m5tobTOtuE8i8oBcHV4j94WQLYeRJpF2N7Im+Qez98WWv+S6iQwqteoatfWEShuXE/S5pOd1elq6guW6iUfgScAP+TiPylV33lkvcujEhE/irwVy98yQXTTPt25lFEGcVNOZr/sgJjxkJVWx9MSIEaZ+pOWFoaSdW420YDNjY2ODo8YFmaZqk77xsWZ7VDcmfBtL81OSxyajhGsZ5/Pl94A8tQeni33mjI/e+MOHxxwOGz59x7/xE3b+9SrQrOnr+gODolOAidv0jkoJfnGtZPE98OUb0mUSSUdU15VpKkCSQJ27dvMdnZJHZw9OwFzjnqQqPB/dFQC6x9MwJWBXVRkg961EFtcQ7nc9XDQ1Lh7NakdGiy6zo/oe+q606S6/x9nhWa3UKfn7Mho9FQ1Nbr7j5P3XiAKf9w1Ey1hCTpJFZEZfMa2stVVJd/BfjUObeP3uDfBf5F4LmI3HHOPRORO8ALf/xj4EHn+/dRVWeNnHO/CfwmQBRFrlE1fOhXnKMyOqG9NNHiW1F0q27ykKkhToSsH2OWBisxUUC8cu3vSCLGkwmL5YL9gyOMl47BspIQgPA6eoMA4aVtyMFIUNSB8WCoPn5BXX446tp6yLkapCDLc8ZbG8xPzxDnEXJHQx58/32qVcGLp3vIsiBCNJU2S5hsb0IkjLc2Wc0WzI5Oscapn/zpc0xdM9mccOvd+2RpSprGfPbjn3D30TuMNzb44kcfIUCa54gosm8URcxPz8A5vvdn/iTGWY7dM14VcnEdJu/Y5Rd1bhdUxi5TX3bG1k/ffRlJQiQ1SRI3QcEguUNynTgBF9o+atAtSyOWtbmyOXqVzJgvgH9BRAaiUYU/D/wY+G3g1/0xvw78Pf/3bwO/JiK5iDwCPgD+4VUGExgzmES10TKtJI7oJwl5FDeNnXz2BFBSVZbFQk0q7c6cKipWkiCRkPd7II7FctEkFjmJvL4YFoLqyZnE5x/b2sJyaNeJnZs73L1zh36aMhwMNeJah8w8S13VlGXJsigw4qjrivlsxvH+IY8/+ini4MF7j7jz/kPiYY/ZfM5wYwJRzHI6J+vl7NzVDs/Wq0VJT+tL++MRh8+e8/kffsx8NgdrGW1uYPB+6brW1FyrqLnWGDZ2ttm4eUPPE8Wap9Ix/ELpXTdYFBwD55GzWJuNxnn4lT9dT41DGTrgoUeRNFDSUeyRdj2zOzVCvHGqiyBumvJejb5SojvnfldEfgv4/9Bk4N9DJfEI+B9F5C+ji+Hf9sf/gffM/Mgf/+9+tcdl7YoEHBHnHMuyZpAmCI44icAKFbrtqQquq905i3FQ16vGEBWn9YplWfqgqEEkZMAF+WS9tIgQIkZVzWkcUTejsYiL9TE5oXaWOoLKGLCORCI2xmNmxye+g4M07cSljjCmpjSGk+MTBLjz3kMwNc+/fIITuHH7Fo/++PeZHp3w+CefUBUFgrobV6X+vb27Q28yoq4Nhy/2SeOY0dYmJ+U+plaHoBOoFtqwwFnrXae+/lIiBje2GGxMWMwXIFCuCn9/nEukapO8up81Vozzc9eoKTrPV6EGCMMLM4mipkN3UG3Ux2mbSv8mwQx9VJoM5gg47ldl9it5XZxzfxP4m+feLlDpftnxfwv4W1ccwwVqm4TAvNCWigFk3nb1wFb4tGqKhz6zro3aOdcaMt3zh9OISNPbMm4sfV80Zx3ENC5GC1oMXJSYQhdQnKpr0FY1+AQ06xRcyFnFfFmVBSYSkixlMNxguKmuv73Pv2R2eMz97zxk88Y2zx8/5fjZcxywfXuX3nCIqQ1npyesliVREtPf3iDLcuJYE96cqApWrlaIb1keZYmvzbTYypKmqYfw05yasvCMHsoMu4wlFzf61j6i3XVfI2Cz/mwbBzLWaUFF6p0J7TMLHn2aHUdRDrTIuiwNofTuKsO4FpHRbjFsF7zSob3jZ0VJ6ityGogFGxZ/u+V2gSr9yXxT2jan+bwUcNC0F0lUfjfqTJMqivrQa18PWRvLdD6jnC2prVGgTxx1UXDyfF9bqMRCEic4axlkORub2xwUz4mTBCfaJubWvbts3tjm6PEzvvjxT3jvT/8y9z54xGRnm+FoSJwmfPbRJywXC27evsXe42fECPV8xcnRGVGWKjZ5mhDFMavFUgGQVgVJliloaST6W3xVlgPry+jCHIX8lkaCS8fIfNkzu/Dq6kwfnDfGBlx1xetpi7Idjehv+MND2jltiVn6FIqrrrVrh6Z7gSzUxrCsSoq6oqxr6rrGeHBOa7Q8TiGSWxeZxF7Xi4Ku156yq1kC6kmJhJ4TKp/XQmcrB10MtTe7nHEsFgtWdUU26FNWFZM7NxltbZIP+kRxBMZRFSXL1Up7hkZCVFlOnuxxurfP9ORUDcUkoTcaUocK5dqyPJv6nkSOPMtwteH48JAkUd16tViyWCzYuX0LZx29fh9nLcVSexIJgq1r5qdT0izTbM4k8Yi2VlMKOunIagR66WktrrMbnid34W/XeXVei3dr/9H89n5xz89J3MYnoBVe4Tedb1prNR07uI47QvJVdC0k+kvJdX451sF4fCS0SUr0UTfxKkpXgkNr7IO33v2rkOoaEdFzMIvbg2Mi6o4aBV73N5bF2ZzReEQ6HDYPb7w9aaCb60rhmFerJf3xiKzXY3Jrh3JVsFrOKes2hO2MoT/oUVlDcTbjaP+A0fYmqdf1bRSRDYYM+332nj5j995tXnzxFFtrZHZ6fMznf7BitVgyfnCPk9k+n/7jP8DUhhv3bmu3C+d8/o6CmhqnLWqDOzGocPYc83TnMVRlnRMTnYd1mXgNCWHtseJrdh3qBIg6AkWZV8A4xEv5AGNnnME49Wypehmu+Q1k9FZloLl3WZsEcBFEolWYnQC2DxFHa6/hkmk490YsQgoanXMdVUp8wrCfS4f6uhPfi6csS1bzpS5AVLU1Thk4iRMkVv9/kq40825zgyxLFczIKrioqWuFvc4yqrIkHw158P0PSLNUc/GzjMnmBvmwj7GOnZs7mlq8vYHBMdneIs8zRGC8e4PN3Zvko0GT8prmmUYaOzxYrormfpqppbVXLmPYJuAvNGpO862X8prqKGtQd96NG55N7IN8OPW+2ESfszinO2Mj2fVzU4cF+LJrXk7XjtHhHLOvURtutt6vGnpTgjTtRPyrS/V+WJ8f77Aid7CMtLdl2LrDAutKM4Oh3+/zne+9p+i11rFcrrRXaJKoG3G+wFkFT6KqKWYLlmczxDniKCYSTScIQao4ihVRC811cdBxs8XURanot2lMv9enmM01C7CuqRGGmxOyfu5xCxyDyXiNEXfuKdxFXdWU1Yq5L/hYmw/n7ROfpRWwFoPK0JZCtN9yXSH+EsaT9nB9HbZWR5O0pVmn7UFRoh1Luh6XBl/d+M4gr0nXktFfZti0BlLrpvLmf/s7HNs503q+RivCgn4qaLvzWRyel0rzphjYQeUcPYmonKN0WskkzjE/VcD/5XJBL+9hqppEYoz4oo9ezmg8BufUt58miidoDFVZU5UlSRxjsZiq0uSuOMZaR1EUYBSZYLVaISso5ytlcN/UCxTvPUb13iRLyUdDEt/NI+CRI0K5WrE4mymwqATUhNbbYpyH2wNS2sVNo3wITU5QVzcP0bXLnmNYDeJaZu88sgiV6nEUNe1sAKI4UXuLth1MXRsfTXWdFISrMf01ZfRWVLiO9e0318Y7gLTIAXSOuOxsQNPmr6MTKVipc036qQfZQiItqdMtUyhFmPjrL1Yrnu3tMeoPWJxMqWptplXOC7JeTl3VOIFiqd0wRCJlNufY3r3J0fMXXoXJqMqKdJwyHk+Ynp6RxDH90ZBqsSLv90h7OeV8RT4aEomQ9RRJt6pqbTcDJElCmsVIFNHLcm94em9MFGmuT6S2RbFc8dHv/T7lYunnpjXNHT55zRsxjfbteTl4RYKhLqIQHl39e53O6e9Ch/G1i0WS6G4Wx7Eye7C/xHkQUu8i9TlJlbGU7nyuzVe7Xq4po3ek8Pq7jVlzVf8pnJuGzlYgKFPnTpiHNFD04UWgPTNNjQKLCrFT+A0ngqkMc7vA+hwUsapGRb7mdNDva18jNOpXG9cAaJpViUtTRuMxs9MZ9XKFjMaspgtGoxGmNOw9fqIRXcDVTkH7y5LN7U1OD4+J84zpiWX3/l0Wszm2Ksj6PZZEDEdD+htj5kenilOZZZTG0Ov3SHo5vX6PernCuA6Krp8L5yxE0Zr+HlyQjXPAOwLWD7rqE9AlFaG2URx3TFTnOt1MWlvJuZAXo8KoqsyaQXyxTOQiXVP3onR+1h1Y3a2qlURduXSRuhKrc9pGFkUWSqdeFu+1aiioNkaCFHGMhn12drbp9XqkaYL48rbeoEdVlLhaexIlPh3XGkuxWoGxLKYzjN9JisWyiULm/ZwsS1jMpsSJGru9LGexWGj3vX5OPugptnmWMdqYNMhb5WpFXZQMB0NmRyeUyxWxE5azGcd7+3z50U9ZnpySJImGzl2A3dYFHYX7DJoGro2qXjKX7dxdlcmD2tN+X3EuPbKD7zPaqDae2QMSsXO2cY0a6yhr0wi87pheRddEosvawMN7XbrcqA8WUGsRrR/XYX6vGHbVdScRqTFUkTQh5+B0iMFLvKBeiuasWEM+6NHv9zFVTblw3tsTs5gt6A8HLBY1RVWTZhlpHFGUJaPxuJH4u/fvqhqSZtzs9YjiCOMsGzvbmm6cKpJXFAnRsI+tLYnPxzbGaIhf1HilNjhjKIoC4yw1lqzXY7GYkw8GVEVJXVYquaOobWSAphwb758Ne1wUedwuCVmN7e7XdS8G2OiQwXilzdWr6iJqT0RR6EipxmiIKAevi7W+Qthfw1hL5RG/XpeuCaPDy6fqq6ZwfWWvv+qwvZ/g7qeRc2QI86CsSOc8XsIlElE59RaYTgRxMV9wdnKGdZBmKb3hSFNLs5idjZH60XsZvcGAs7MzNbyiiKqqyAc5SZ4RJSmJsdS1wdaGNFdMxMVswWqxZOvmNmezBWm/R+QcwzwjiiJ2793B4eiPRpweHoE4enmP1WyOqWuqqiSRTP3s1pIN+yxmc+24ESsMh8H58L/3pXgfemjCS/C6eGYPxzmH73b3eqS+emXiyCMWRz7eEXTzEMVunp7z1UjWUlXGo/Hapu3669A1YvSfI3mjNPESu0S9DK2HzBERYUWInFZAqqEmCJayqpHFQms2RRO8ci+lioUC8y9nC5I84/j5vsd0dMRpgikrev2ck719tnZvUpUVh0/32H33LoPRkLPn++w/fsbm7k1OT0852nvB1u1dpkfHLGdzdu/fpTZqE+T9Hkk6JM0SAoj+xDmWRcGNzQnTxbJJ8FrO55iq9tI7AHq2ZJ2jdqGBtM8hQZq/W5g6lRhJ2BG4ojTvkEirEgrByG2rwprjUGYX74c1RnHtvw79AjD6eWVlfaLWPuvoLYKQOkflPQBBXw+V7aAJ/4hgsZTOUDtNEV4VBXEcaW5JnmOt5o7MlmdUy4LR1gbT0ym79+8yPTzRyh6BLM+ZV1PKsuTk6Iik1wPnUavqmqIoyAZ9+hsjZqenLBYJ/fEQW9UUyyWDwYDl6ZTxzW2effwZea/Hqlxx694dkjwlQhhtbiCR9uSM84x8PGK1XGDiiGKlRRjG9z8KXpRGP3aGCkdC4lWUTg1umFmRAKXYNPj6KiihYBs5p1j3kU+5EGk750XeFRpSd0M+unOaolx7t2LlMXIue/avomtqjH41rSsmlxuibUHAOcPJqTYfO1iJnJs2/degjBCLdkQWYCmOzGlPT5wjShNWZUFdaXdogLIqsU4fmLOadzOcjNnY2SHv9xHAloa6MpTLFcv5gnyoJXnz6YyyLBhuTBSI9GxGbR0H+/v0hgPSfk5RlVotL7B9Z5etGzc4OTiitoYnn37B7GzK3pOnrOZznM9lT7KMLMso64plsaKsKi8t/U7lxFdVaXNidSW26tvaLDutzlfX7NWfli4mndtEhEQ88lqsv51AHCdNdFsNUWib8qJM7i4p87sCfWMl+lff7EWXVpc0+1yosSS0KbzO+W3dao56WCMxmgcfIZRFwTJNvUGrUHXL1RKcSqjZbI6pSuZz1ZnPTs/oj4damF3XrOZzkiShWhUYa9m4uU3tc1a2b+2SpimSJFDWFFXFcrZQf/pyQV2WLBYLHNpHKUpi6qoiSzN6/T6r6Zwo1vyQ06MDsjyjOJtrHk1ZEonve9REl33XD+/BaXc3b346ueB9CR7aALu9bhudp8Yh3NhJ2ldJQ/+tPSSdxaXXDABH1iPwVtZ1PGKvp6d/oyT6yx2Ir0tC5oTK77+hViX4bY1zGKc47AHWIRLfCdmhIJ9FRZpl5HlGHCcMRyNwjjTNmi05iiJqo2m81lot2vCSe3Nri3KxAmvZ3NxkY3ODYW/AeDwi7/VIo4jxaMhkMvZMoQxoCq1Ussawms05PTxmsrVFL0kxdY21lrv37zEaj9VP7YTFfM727g5pklAuVhgf0Gq9UK65f03s8u3ChGCqnnsO+l/8CqWl6wNXmBJHSOYK/Yi0+3WrUrbuRNdcx4IW1Bhl9vX0sKvTNWF0NfWaap/wc2GSO8fR/fzlPl239tMuldxBIVYLcFsrtGnmZT2zhyskXnLbCJxxlGVBWVUUyxXOqPsvzTJcBIN+X/M4PNLt9s4NhqMR/UGfOFPkqdHmBhbHZGtTO1Akme8Yo+BLOEeWZ0wmI7I8YzgaMh6P6eU529vbiHW8eLaHrWo2d7Y5PjzW9ABjtA06Qt7vU9UVD95/xGA80hSEgEFO8Fd34hWewSPRY4IrMeTkBNJvSCjpvOS5aE+o5v3mBOptSfzCjYRGHw9qVEjPraq66TStxRbqdWkH0rHFrhA5vB6M3lpD6z/ex9TgtEC7Da59+RI9vEPu3N+xP1I9BuulYq5zvYbZvdchktb4qqqCxWIBCHESNaOu6lp9xCL0soxYIpbTGcvTKf28R5ZlpFmGpDGSJqSDvqYPFAVVVTM9nVKWFTYWJEswda24jFbBOeN+roUbWca9R+9CEkMcI0nC5OY2TlBdvyoZjIckacpisdRMxkQxIFWItwrHOtPjVYxLqozOhd3j4Eu/dJ91dNIWCb74IM3Vvai1oSIKPacGqDdOI0X0sp7ZK2s7VWN+3B1186voeujorvH4XfhgLQLm2sl7nTTNZh15gIkMR+Vz0NvaUZpFBd77gq9N9QXZQZIlUUxtK5bLFQC9Qa9ZGA5YVSVpv8ditaI/HOCsZblcMnaajhuQDCLfu0f1Y0jHQ/J+j7IsKVcl9VDhlXvDoaIBOMvG9pZmMnqjTZyjLitVlZKENM708yRmPp2xOD6lPxpRFmXjKbLOrt+3v3eEphlAM3NBjTjHTAEQVD/r+r8vUzDb9+LIFzZHmusSx2p4gjK3w9cZ+G8ap2gQpcd9+bp0PSQ6tAL83M/5V+oxkSszeUPiDUeEHIWBBlnrWLxeB6PGmvXgSQG+GGiDHA5WqxWnx8cszqbECIkv+QsMnuQZk+0teqMBy8WC4caE4WTMcrFgc3uLKI603TnC5o0tkjTFWo1uVnWNNU5dhv6aWZ5T+cLmkNhUlAVVVfnzOKYnp0QS0e/3yYYDBuMhVVUyPVLg05ZBaXYt01nk+tmrq3eCzGny9dcYvPOdziYbBdtF2t0gVP5rmxe1VtUTZMOGTun7k15wnrlzF3gFXQ+JDrx8wOcliU86fx1rxCmTR047K+Air8eGc4bJpVNUoGScI3KWynskFAbPkdgIJ4o8UBQ1VbloonvFqqTMi6YgOYoiqqLElDX9ft97FhSgyfiWiGmWEDsv6ZKI/nioTQl8zHzz1g7WGOI0YbA5YbS1AcDG7g3qYkW/34d+TtbrcePOLkmmHaZ7gwG2rjnZP+Bo74C6rNeq9ps6zUvNzlY9sH4ifcckBXGSCJH6wpytPZqQ364nI4k0Q9RHjbQ42vccBXXdWmM9wKwiq5XGdOABu7tNM8ivZIFrwugv069d8+n64a9pc3u1w0WGCQkFbdZemL9uZeOFIUjwSHi0WSfee+ChHiRs7Q6n2V8sqqqJ/kXTmSZQScRqOtNzRkJtjS+wiEl8mqq12nGvqmvyXk6cJJpbnipctHNa/4lXXXrDgU91jfU9n13pjMVWNbOzM06evmB+NvUthqN1OeEuznGXcd05BgvfDc2J16qHulPOObekU7Wl6V7id9cAbXIeocF5j1fwuDTSO2hc5w2vr6BrwuhXpa8TKmg1/b5TGIvSh7BDLUDYIruP9MKDdx4OWbxbTTTbERdsh87VXLiqLihtkCtYEUKWSDB8LT4pzD9s6Xy2OD3TRRqrIZmmqUpFb7ilaaJoYQHwB7RyCUdVVazmC6pl0bj5QpXQpUacBJVwXX0JHhE9RhdxEKYijqRxR17+hMKSET+2JIoa8KG2lbvzerprXZsOnKHpYnfZmV+HH64Jo19mwFxyEx131lfdYpjeyM9HD0fqhKloz0/peB3wvUiD96Vl1tYvocxnmy08RBK1TtQ2rdOlM051VbbniVsvW3NDlz2+5rfXV11tKGtLuSrObWZ+Wfh1FoqMXXtba0e2F7nMZAxRUH8Ohw/9t09HOjp0mK9EoLwEG+MyIRvaX0b4aCi6SM9v0Nqa0TZdMSpjOztrK9Rfh64Jo8P60F/Cxh2vy3kJcuHGRRCrjVp7zpGiXaAdGkR5WfVXYI51hvO/va6vUAsB5KjtrmE9PjvOu+ecV5Gak3g1x7sPusi1rboZ6jTbLSYwlvgvddaJv5a/vnKjQm5L5FWzi+rYRbWENSYKC7vxo3S8MeFszs9F3KS8XbxC2yRA1T6J/bj8fWq2omvmKhSmuJDjYgxVHSAEwwlfn8nhGjH6VTYh99IX6ycSvFoghoGDHjFnkcO6UNW/7rIMqoJOsj/JBW+DPvogqY0LTXk75zsvmqTNf289E1191B/TZeqOznx+MZ9fmx0+WvuwjQ205+yG1i+jLoBR971woS4zN++7zq2fFzlhcP63FlqE/kRhelpoEucLK2pjMB56zlhY1bX3Ln09tTXQtWH0i/QSTnavPiqUhEZONdJchFkMkY1xeHAjzmfcubU469oDv6C4u6ZIQy94UUcH8RG/qOGEhg3OSdFL/z43hi5j6TptxyaoSiEtlxNC5+3xWgsaua9ml7DY13aNS6nLyZcc5DqGJTrnrcelrShaQ1UTfTLGan5LZRxlbdundZn8uSJdU0a//G5eps9e9nWHo4dQS4SpLdaHpGMnPu1OgnrbAtC/hEJVTDh3DBjRVozKkBdVhABnF4zcSFrdGeeVno7a0dmZ23sI0r0rZf33o84u4ljn4I7sVTjsEF1z3RvpXM+hzNRZrK2qFFh6fVWGe9ZX5yVud7w6AVHs0QoED8aKfwTSIBq0O6sOtbZOE7m4zJp5PbqmjP76dNkiSIGF99eKa70grEX/3Nrf+uviNh4+lc77zjVd1OmqNZepCI3no/NAxedidyEnXvZdutelzZu3575zflFIYDSRi5MUvnde42o+DgUY3Xcvamjt1S47i1YWxZEokKgP+6sRKiARzhoNWPl7tb7hblnXTTlje+2Xq1+vol8YRj9PuglGCsojIQK6vtE2+nl4ffmJms/Cd8U5hY8IH3TU0iBp1xi6w6BdJlq7TNibX0HnmVmkNYS7n7fnlNa4vmQROdfq3sG1edn1LhvHeRFw7sprOoa2VdTWkwIt8GvUujvrulZgIqfCoraOwtiOReuX7dfUXX5hGT1uQp/reFPg+TIw8LmgxmXU2FSCQsnQPsfmXP519FIbQtZeWWs9QlVrjL7qEV5YGPi96Pz13PoV19SI8wdLx3DtGq+dMYUFe+n3X3Kn5yYYEVVb0jjGOeMrjOImn6hZhLat9q+MR8x1Pjp8yT1eJWuxudWvu0J+liQiU+DDNz2Or0E7wMGbHsRr0i/qmN91zt182YfXRaJ/6Jz7M296EK9LIvKPvmnj/raO+fpkL76lt/RHSG8Z/S19K+i6MPpvvukBfE36Jo77Wznma2GMvqW39EdN10Wiv6W39EdKbxn9LX0r6I0zuoj86yLyoYh8LCK/8abHE0hEHojI/ykiPxaRPxCRf8+/vy0i/5uI/MT/3up854f+Pj4UkX/tDY49FpHfE5G//w0a86aI/JaI/KGf81/9mY67WwT78/5B86N+CnwHyIB/AvzgTY6pM7Y7wK/4v8fAR8APgP8U+A3//m8A/4n/+wd+/DnwyN9X/IbG/h8C/z3w9/3rb8KY/zbwV/zfGbD5sxz3m2amXwV+p/P6h8AP3+SYXjHWvwf8q2gE945/7w4a7LowduB3gF99A+O8D/wD4M91GP26j3kCfIp3jnTe/5mN+02rLveALzuvH/v3rhWJyEPgTwG/C9xyzj0D8L93/WHX5V7+C+A/IhTuK133MX8H2Af+G69y/VciMuRnOO43zeiXZeVcK3+niIyA/xn4951zZ6869JL3fq73IiL/BvDCOff/XvUrl7z3JuY/AX4F+C+dc38KmKOqysvotcf9phn9MfCg8/o+8PQNjeUCiUiKMvl/55z7u/7t5yJyx39+B3jh378O9/IvAf+miHwG/B3gz4nIf8v1HnMYx2Pn3O/617+FMv7PbNxvmtH/H+ADEXkkIhnwa8Bvv+ExASCaA/pfAz92zv3nnY9+G/h1//evo7p7eP/XRCQXkUfAB8A//HmNF8A590Pn3H3n3EN0Lv8P59xfus5jBnDO7QFfisj3/Ft/HvgRP8txXwMj7y+iHo2fAn/jTY+nM65/Gd0O/ynwj/3PXwRuoMbeT/zv7c53/oa/jw+Bv/CGx/9naY3Raz9m4E8C/8jP9/8CbP0sx/02BeAtfSvoTasub+kt/VzoLaO/pW8FvWX0t/StoLeM/pa+FfSW0d/St4LeMvpb+lbQW0Z/S98K+v8Ba1hAZWieqX4AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 显示图片\n",
    "plt.imshow(cv2.cvtColor(img,cv2.COLOR_BGR2RGB))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "af1a3e5e-8149-46be-b34c-427843f605b8",
   "metadata": {},
   "source": [
    "## 2.裁剪人脸"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "929f44bd-f3f9-4b8f-aa48-b555fd430d1c",
   "metadata": {},
   "outputs": [],
   "source": [
    "#加载SSD模型\n",
    "face_detector = cv2.dnn.readNetFromCaffe('./weights/deploy.prototxt.txt','weights/res10_300x300_ssd_iter_140000.caffemodel')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "b4ac09aa-99ee-43df-a362-84bbd8cf3b41",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 转为Blob\n",
    "img_blob = cv2.dnn.blobFromImage(img,1,(300,300),(104,177,123),swapRB=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "a574a74e-c376-4679-bf03-df3d70b85772",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 输入\n",
    "face_detector.setInput(img_blob)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "0194c26c-7414-48db-bfad-2a7b3b162aab",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 推理\n",
    "detections = face_detector.forward()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "a46539a4-6736-468d-abc9-63af7d689af5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1, 1, 93, 7)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "detections.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "09c55e4b-a223-4b37-aa29-a30bcc13d0db",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 人数\n",
    "person_count = detections.shape[2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "e0f1dd40-dcd7-428a-b2f4-3cb3a8425d97",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "93"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "person_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "f8f2084b-f2f4-4b89-b917-21240e4f72f6",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 人脸检测函数\n",
    "def face_detect(img):\n",
    "    #转为Blob\n",
    "    img_blob = cv2.dnn.blobFromImage(img,1,(300,300),(104,177,123),swapRB=True)\n",
    "    # 输入\n",
    "    face_detector.setInput(img_blob)\n",
    "    # 推理\n",
    "    detections = face_detector.forward()\n",
    "    # 获取原图尺寸\n",
    "    img_h,img_w = img.shape[:2]\n",
    "    \n",
    "    # 人脸数量\n",
    "    person_count = detections.shape[2]\n",
    "\n",
    "    for face_index in range(person_count):\n",
    "        # 置信度\n",
    "        confidence = detections[0,0,face_index,2]\n",
    "        if confidence > 0.5:\n",
    "            locations = detections[0,0,face_index,3:7] * np.array([img_w,img_h,img_w,img_h])\n",
    "            # 取证\n",
    "            l,t,r,b = locations.astype('int')\n",
    "            # cv2.rectangle(img,(l,t),(r,b),(0,255,0),5)\n",
    "            return img[t:b,l:r]\n",
    "    return None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "c424eb32-96b1-499f-a230-9360a5d6723b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 测试图片\n",
    "img_new = cv2.imread('./images/1.yes/0_0_0 copy 52.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "49fc5ca6-2b5a-4896-be6c-af4e5fcbbe19",
   "metadata": {},
   "outputs": [],
   "source": [
    "face_crop = face_detect(img_new)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "53f0a274-945c-48e4-9253-693a4587d03e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(246, 217, 3)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "face_crop.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "6d3445a6-256a-47b4-a654-097b3e476a2c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1f7227dda60>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 显示图片\n",
    "plt.imshow(cv2.cvtColor(face_crop,cv2.COLOR_BGR2RGB))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4a991308-4472-4804-af62-a08843ca4073",
   "metadata": {},
   "source": [
    "## 3.转为Blob图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "9640c374-9a8f-427e-8aaf-501f93134b2b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 转为Blob的函数\n",
    "def imgBlob(img):\n",
    "    # 转为Blob\n",
    "    img_blob = cv2.dnn.blobFromImage(img,1,(100,100),(104,177,123),swapRB=True)\n",
    "    # 压缩维度\n",
    "    img_squeeze = np.squeeze(img_blob).T\n",
    "    # 旋转\n",
    "    img_rotate = cv2.rotate(img_squeeze,cv2.ROTATE_90_CLOCKWISE)\n",
    "    # 镜像\n",
    "    img_flip =  cv2.flip(img_rotate,1)\n",
    "    # 去除负数，并归一化\n",
    "    img_blob = np.maximum(img_flip,0) / img_flip.max()\n",
    "    return img_blob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "49cb4bcb-40cf-41f3-ad93-4002cbb58806",
   "metadata": {},
   "outputs": [],
   "source": [
    "img_test = cv2.imread('./images/1.yes/0_0_0 copy 52.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "9668e08d-74cd-4691-8a80-d5628e7c21d0",
   "metadata": {},
   "outputs": [],
   "source": [
    "img_blob = imgBlob(img_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "3424ae61-2453-4b89-aadb-d4b6122f8a75",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1.0, 0.0)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img_blob.max(),img_blob.min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "f4448571-b8b4-49ab-9321-03051d697419",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(100, 100, 3)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img_blob.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "31ebbd9a-ab41-4d24-b6fb-5e5f160f8789",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1f72284cf10>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 显示图片\n",
    "plt.imshow(img_blob)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ee14bff0-d01b-43bb-b275-6975c56a86ab",
   "metadata": {},
   "source": [
    "## 4.处理所有图片"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "fc525021-5b95-490a-921b-c5abb3a19f02",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 获取图片类别 labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "c91c7ad6-0eb7-4cd8-8d57-85dd36177fd8",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os,glob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "c7544f49-d16a-4ec1-ab95-94f12e1d6766",
   "metadata": {},
   "outputs": [],
   "source": [
    "import tqdm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "f6a27821-d076-4f78-937d-97bbd754593b",
   "metadata": {},
   "outputs": [],
   "source": [
    "labels = os.listdir('images/')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "7895a093-1f82-4787-97b3-ac71a4e35770",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "处理 1.yes : 100%|█████████████████████████████████████████████████████████████████| 1787/1787 [00:53<00:00, 33.67it/s]\n",
      "处理 2.no : 100%|██████████████████████████████████████████████████████████████████| 1918/1918 [00:51<00:00, 37.42it/s]\n",
      "处理 3.nose : 100%|████████████████████████████████████████████████████████████████| 1919/1919 [01:12<00:00, 26.56it/s]\n"
     ]
    }
   ],
   "source": [
    "# 遍历所有类别\n",
    "\n",
    "# 两个列表保存结果\n",
    "img_list = []\n",
    "label_list = []\n",
    "for label in labels:\n",
    "    # 获取每类文件列表\n",
    "    file_list =glob.glob('images/%s/*.jpg' % (label))\n",
    "    \n",
    "    for img_file in tqdm.tqdm( file_list ,desc = \"处理 %s \"  % (label)):\n",
    "        # 读取文件\n",
    "        img = cv2.imread(img_file)\n",
    "        # 裁剪人脸\n",
    "        img_crop = face_detect(img)\n",
    "        # 判断空的情况\n",
    "        if img_crop is not None:\n",
    "            # 转为Blob\n",
    "            img_blob = imgBlob(img_crop)\n",
    "            img_list.append(img_blob)\n",
    "            label_list.append(label)\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "75d36dbf-f622-4770-912b-f993478c8258",
   "metadata": {},
   "source": [
    "## 5.保存为numpy文件"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "606a64af-fff5-4f35-8c2d-cf817e36e8ee",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 转为numpy数据\n",
    "X = np.asarray(img_list)\n",
    "Y = np.asarray(label_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "41fca085-bf21-40ee-ba97-234883b95679",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((5320, 100, 100, 3), (5320,))"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.shape,Y.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "effb8d53-befb-4fba-9fe2-9673edf71fb3",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 存储为numpy文件\n",
    "np.savez('./data/imageData.npz',X,Y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7b68b77f-6f4b-46bf-8dbf-4236dc11d036",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
